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	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2147</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2147"/>
		<updated>2014-12-12T23:20:15Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and &amp;lt;math&amp;gt;1.2\pm0.2 g&amp;lt;/math&amp;gt; in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | left | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
[[File: X_Phase_Space_Triangle_in_Phase.png|500px|thumb|center|Triangle configuration X phase space]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
=Appendix=&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;center&amp;gt;&lt;br /&gt;
&amp;lt;gallery mode=packed widths=&amp;quot;350px&amp;quot; heights=&amp;quot;250px&amp;quot; caption=&amp;quot;Triangle Configuration&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&amp;lt;/center&amp;gt;&lt;br /&gt;
&amp;lt;center&amp;gt;&lt;br /&gt;
&amp;lt;gallery mode=packed caption=&amp;quot;Velocity&amp;quot; widths=&amp;quot;350px&amp;quot; heights=&amp;quot;250px&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png   | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&amp;lt;/center&amp;gt;&lt;br /&gt;
&amp;lt;center&amp;gt;&lt;br /&gt;
&amp;lt;gallery mode=packed caption=&amp;quot;Phase space&amp;quot; widths=&amp;quot;350px&amp;quot; heights=&amp;quot;250px&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&amp;lt;/center&amp;gt;&lt;br /&gt;
=References=&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2145</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2145"/>
		<updated>2014-12-12T22:59:56Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | left | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
=Appendix=&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Triangle Configuration&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Velocity&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png   | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Phase space&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
=References=&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2144</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2144"/>
		<updated>2014-12-12T22:59:26Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* References */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | left | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Appendix==&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Triangle Configuration&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Velocity&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png   | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Phase space&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
=References=&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2143</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2143"/>
		<updated>2014-12-12T22:57:31Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | left | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Appendix==&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Triangle Configuration&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Velocity&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png   | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Phase space&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2142</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2142"/>
		<updated>2014-12-12T22:56:43Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Figures */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | right | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Appendix==&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Triangle Configuration&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Velocity&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png   | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Phase space&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2141</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2141"/>
		<updated>2014-12-12T22:55:25Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | right | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==Appendix==&lt;br /&gt;
===Figures===&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;The singular points of the integral curves&amp;quot;&amp;gt;&lt;br /&gt;
   File: Triangle_in_Phase_Orbit.png         | Triangle configuration orbit with in phase pendula&lt;br /&gt;
   File: Triangle_Phase_Shift_X_Position.png | Triangle configuration showing beats and synchronization&lt;br /&gt;
   File: Z_Position_Triangle_in_Phase.png    | Triangle configuration Z position&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Velocity&amp;quot;&amp;gt;&lt;br /&gt;
   File: Y_Velocity_Triangle_In_Phase.png    | Triangle configuration Y velocity&lt;br /&gt;
   File: Z_Velocity_Trianglein_Phase.png    | Triangle configuration Z velocity&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;gallery caption=&amp;quot;Phase space&amp;quot;&amp;gt;&lt;br /&gt;
   File: X_Phase_Space_Triangle_in_Phase.png | Triangle configuration X phase space&lt;br /&gt;
   File: Y_Phase_Space_Triangle_in_Phase.png | Triangle configuration Y phase space&lt;br /&gt;
&amp;lt;/gallery&amp;gt;&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Z_Velocity_Trianglein_Phase.png&amp;diff=2137</id>
		<title>File:Z Velocity Trianglein Phase.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Z_Velocity_Trianglein_Phase.png&amp;diff=2137"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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	</entry>
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		<id>https://nldlab.gatech.edu/w/index.php?title=File:Z_Position_Triangle_in_Phase.png&amp;diff=2136</id>
		<title>File:Z Position Triangle in Phase.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Z_Position_Triangle_in_Phase.png&amp;diff=2136"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Y_Velocity_Triangle_In_Phase.png&amp;diff=2135</id>
		<title>File:Y Velocity Triangle In Phase.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Y_Velocity_Triangle_In_Phase.png&amp;diff=2135"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Y_Phase_Space_Triangle_in_Phase.png&amp;diff=2134</id>
		<title>File:Y Phase Space Triangle in Phase.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Y_Phase_Space_Triangle_in_Phase.png&amp;diff=2134"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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&lt;div&gt;&lt;/div&gt;</summary>
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	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:X_Phase_Space_Triangle_in_Phase.png&amp;diff=2133</id>
		<title>File:X Phase Space Triangle in Phase.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:X_Phase_Space_Triangle_in_Phase.png&amp;diff=2133"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Triangle_Phase_Shift_X_Position.png&amp;diff=2132</id>
		<title>File:Triangle Phase Shift X Position.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Triangle_Phase_Shift_X_Position.png&amp;diff=2132"/>
		<updated>2014-12-12T22:43:23Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Triangle_Phase_Shift_1_Orbit.png&amp;diff=2131</id>
		<title>File:Triangle Phase Shift 1 Orbit.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Triangle_Phase_Shift_1_Orbit.png&amp;diff=2131"/>
		<updated>2014-12-12T22:43:22Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
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	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2130</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2130"/>
		<updated>2014-12-12T22:41:05Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | right | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
=Results=&lt;br /&gt;
By recording the position of the pendula we &lt;br /&gt;
will were able to generate phase plots in addition to a host of other &lt;br /&gt;
qualitative and quantitative results of the relative positions of the pendula. &lt;br /&gt;
&lt;br /&gt;
Through analyzing the configuration space of the initial positions of the pendula, &lt;br /&gt;
we discovered quasiperiodic synchronization, beat formation, and chaos in the system.&lt;br /&gt;
&lt;br /&gt;
The phase space of the respective pendula showed tori that decayed toward the origin over time.&lt;br /&gt;
Thus showing the effect of friction on the system.&lt;br /&gt;
&lt;br /&gt;
We also found drifting of the system over time when plotting every 15th point of the trajectory in phase space.&lt;br /&gt;
This is due to the small effect of rotation of the Earth. During the course of our 7 minute experiment&lt;br /&gt;
we observe an angular drift of&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\delta \phi = \frac{7\cdot2\pi}{24\cdot60}.&lt;br /&gt;
\end{equation}&lt;br /&gt;
We thus expect approximately a $2^\circ$ drift overall. &lt;br /&gt;
&lt;br /&gt;
We observed that starting the system from essentially the same configuration with a slight perturbation&lt;br /&gt;
led to radically different transient behavior, but similar synchronization and beat formation over&lt;br /&gt;
the course of the experiment.&lt;br /&gt;
&lt;br /&gt;
The tentacle structures in the phase space come from synchronization shooting pendula into other modes while it drifts.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[[File:Triangle_in_Phase_Orbit.png |thumb | 300px | right | Figure 3: Triangle configuration orbit with in phase pendula.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Triangle_in_Phase_Orbit.png&amp;diff=2129</id>
		<title>File:Triangle in Phase Orbit.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Triangle_in_Phase_Orbit.png&amp;diff=2129"/>
		<updated>2014-12-12T22:39:06Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: Triangle configuration orbit with in phase pendula.&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Triangle configuration orbit with in phase pendula.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2127</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2127"/>
		<updated>2014-12-12T22:35:38Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
[[Media:pendulum.pdf|Final Report]]&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 2). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
[[File:Final1.png | thumb | 300px | right | Figure 1: Coupled pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Final1.png&amp;diff=2119</id>
		<title>File:Final1.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Final1.png&amp;diff=2119"/>
		<updated>2014-12-12T22:28:20Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: Coupled pendulum on same base plane.&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Coupled pendulum on same base plane.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2118</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2118"/>
		<updated>2014-12-12T22:26:46Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
===Experimental Set Up===&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A pendulum was positioned at the center of a base plane, with several glass spheres located randomly underneath the base plane. We found that the weight of the base plane strongly affected the dynamics of one pendulum, that is, when the base plane is relative light, it will move in large amplitude to accommodate with motion of pendulum. To this end, the synchronization of coupled pendulum could not be achieved. Thus we increase the weight of base plane in the final design of coupled pendulum on same base plane (shown in Figure 4). The spheres we used for pendulum is \(25\pm 0.2\,\mathrm{mm}\) in diameter and \(21.2\pm0.2 g\) in weight, which are coated with IR reflective tape for 3D position recording. The spheres were hanged to the hard frame by soft strings; the weight of strings was neglectable. The dimension of the base plane was 18 inches by 25 inches, and we attached two wood stick on its two sides to increase the weight. &lt;br /&gt;
&lt;br /&gt;
We studied the synchronization of coupled pendulum by placing three pendulums on the base plane in triangular positions. We did not try more than three pendulums in our study due to the limited space of the base plane. However, we found that even with three pendulums, the synchronization behavior was complicated, partially because that the dynamics of pendulum was non-linear regime at the beginning stage (i.e., we manually released the pendulums at very large angle away from the center line). Notably, the motion of the base plane is subtle due to the large mass, thereby leading to a slow synchronization of the three pendulums. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
[[File:Single3.png | thumb | 300px | right | Figure 3: Coupled electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2115</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2115"/>
		<updated>2014-12-12T22:17:16Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
[[File:Single3.png | thumb | 300px | right | Figure 3: Coupled electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist|35em}}&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2114</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=2114"/>
		<updated>2014-12-12T22:15:12Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist [http://rspa.royalsocietypublishing.org/content/458/2019/563 Christiaan Huygens] discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase.&amp;lt;ref name=&amp;quot;bennett2002huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Bennett |first1=M.&lt;br /&gt;
 |last2=Schatz  |first2=M. F&lt;br /&gt;
 |last3=Rockwood|first3=H.&lt;br /&gt;
 |last4=Wisenfeld|first4=K.&lt;br /&gt;
 |year=2002&lt;br /&gt;
 |title=Huygen&#039;s clocks&lt;br /&gt;
 |journal=[[Proceedings: Mathematics, Physical and Engineering Sciences]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Ever since, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena in the fields of applied &lt;br /&gt;
mathematics, nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
Modelling a system of interest using a system of coupled pendulums, is a very&lt;br /&gt;
general approach that one can observe in a number of different applications.  It &lt;br /&gt;
can be used to take on very practical problems like studying the Millennium Bridge &lt;br /&gt;
problem and designing dampening systems for buildings to compensate for wind or seismic disturbances.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; However it is also employed in the study of far more complex and &lt;br /&gt;
interesting systems where it use has ranged from modelling the signaling patterns &lt;br /&gt;
of insects (either visual or auditory), studying the interactions between large &lt;br /&gt;
ensembles of neurons in the brain during complex activities&amp;lt;ref name=&amp;quot;resconi2015geometric&amp;quot;&amp;gt;&lt;br /&gt;
{{cite book&lt;br /&gt;
 |last1=Resconi |first1=SG.&lt;br /&gt;
 |last2=Kozma   |first2=R.&lt;br /&gt;
 |year=2015&lt;br /&gt;
 |title=Computational Intelligence&lt;br /&gt;
 |publisher=[[Springer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;, &lt;br /&gt;
and designing sensing elements for gravitational waves.&amp;lt;ref name=&amp;quot;gusev1993angular&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Gusev      |first1=A. V.&lt;br /&gt;
 |last2=Vinogradov |first2=M. P.&lt;br /&gt;
 |year=1993&lt;br /&gt;
 |title=Angular velocity of rotation of the swing plane of a spherical pendulum with an anisotropic suspension&lt;br /&gt;
 |volume=36 |number=10 | pages=1078-1082&lt;br /&gt;
 |journal=[[Measurement Techniques]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Crowd synchrony on the Millennium Bridge, as a specific example of&lt;br /&gt;
synchronization, has been investigated.&amp;lt;ref name=&amp;quot;strogatz2005theoretical&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Strogatz |first1=S. H&lt;br /&gt;
 |last2=Abrams   |first2=D. M&lt;br /&gt;
 |last3=McRobie  |first3=A.&lt;br /&gt;
 |last4=Eckhardt |first4=B.&lt;br /&gt;
 |last5=Ott      |first5=E.&lt;br /&gt;
 |year=2005&lt;br /&gt;
 |title=Theoretical mechanics: Crowd synchrony on the Millennium Bridge&lt;br /&gt;
 |journal=[[Nature]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; In that &lt;br /&gt;
study, pedestrians, while moving forward along the bridge, fell spontaneously into step &lt;br /&gt;
with the bridge’s vibration. This was due to the fact that in addition to their forward progress, a small component of their step was directed laterally to compensate for the small lateral sway of the bridge.  After a transient state where the net lateral motion was small, the people on the bridge began to synchronize their steps, at least the lateral component of their steps, with the sway of the bridge due to the tendency to be thrown off balance in stride if your lateral motion was out of phase with the ever increasing sway of the bridge.  The net result was a significant lateral deviation which grew with time and could, if left unchecked, potentially cause catastrophic failure of the bridge.&lt;br /&gt;
&lt;br /&gt;
Understanding synchronization of pendulums has been a rather hot topic with a considerable amount of research tackling the problem of \(N=2\).&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Furthermore, the majority of research completed considers simple, driven pendulums.&amp;lt;ref name=&amp;quot;pena2014further&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Peña      |first1=R. J.&lt;br /&gt;
 |last2=Aihara    |first2=K.&lt;br /&gt;
 |last3=Fey       |first3=R. H. B.&lt;br /&gt;
 |last4=Nijmeijer |first4=H.&lt;br /&gt;
 |year=2014&lt;br /&gt;
 |title=Further understanding of Huygens’ coupled clocks: The effect of stiffness&lt;br /&gt;
 |volume=270 |pages=11-19&lt;br /&gt;
 |journal=[[Physica D: Nonlinear Phenomena]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;  Previous results have shown that various modes may occur during synchronization of pendula lying on the same plane.&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; The potential configurations of the system are (i) complete synchronization, (ii) synchronization of clusters for three or five pendulums, and (iii) total antiphase synchronization. &lt;br /&gt;
&lt;br /&gt;
The goal of this work is to expand upon previous efforts&lt;br /&gt;
which has analyzed synchronization of Huygens&#039; clock to three&lt;br /&gt;
dimensional pendulums.&amp;lt;ref name=&amp;quot;wiesenfeld2011huygens&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Wiesenfeld        |first1=K.&lt;br /&gt;
 |last2=Borrero-Echeverry |first2=D.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Huygens (and others) revisited&lt;br /&gt;
 |volume=21 |number=4 |pages=047515&lt;br /&gt;
 |journal=[[Chaos: An Interdisciplinary Journal of Nonlinear Science]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;czolczynski2009clustering&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Czolczynski |first1=K.&lt;br /&gt;
 |last2=Perlikowski |first2=P.&lt;br /&gt;
 |last3=Stefanski   |first3=A.&lt;br /&gt;
 |last4=Kapitaniak  |first4=T.&lt;br /&gt;
 |year=2009&lt;br /&gt;
 |title=Clustering and synchronization of n Huygens’ clocks&lt;br /&gt;
 |volume=388 |number=244 |pages=047515&lt;br /&gt;
 |journal=[[Physica A: Statistical Mechanics and its Applications]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt; Particularly, we intend to extend previous&lt;br /&gt;
results by allowing for spherical pendulums which do not necessarily lie in a straight line. Rather, the pendula will rest on a base which is held up by Meissner bodies.&amp;lt;ref name=&amp;quot;kawohl2011meissner&amp;quot;&amp;gt;&lt;br /&gt;
{{cite journal&lt;br /&gt;
 |last1=Kawohl |first1=B.&lt;br /&gt;
 |last2=Weber  |first2=C.&lt;br /&gt;
 |year=2011&lt;br /&gt;
 |title=Meissner’s mysterious bodies&lt;br /&gt;
 |volume=33 |number=3 |pages=94-101&lt;br /&gt;
 |journal=[[The Mathematical Intelligencer]]&lt;br /&gt;
}}&amp;lt;/ref&amp;gt;   By conducting physical, analytical, and&lt;br /&gt;
numerical experiments we hope to quantify what modes may occur and to&lt;br /&gt;
determine how various parameters impact the synchronization of multiple pendula. &lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
To this end, we believe that a more generous &lt;br /&gt;
model of such synchrony on one base-plane will be of great interest and &lt;br /&gt;
benefit the study of all similar phenomena in future.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
[[File:Single3.png | thumb | 300px | right | Figure 3: Coupled electromagnetic pendulum on the base plane.]]&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1963</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1963"/>
		<updated>2014-11-03T21:35:46Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
[[File:Single3.png | thumb | 300px | right | Figure 3: Coupled electromagnetic pendulum on the base plane.]]&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Single3.png&amp;diff=1962</id>
		<title>File:Single3.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Single3.png&amp;diff=1962"/>
		<updated>2014-11-03T21:33:57Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1961</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1961"/>
		<updated>2014-11-03T21:33:16Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
[[File:Single3.png | thumb | 300px | right | Figure 3: Coupled electromagnetic pendulum on the base plane.]]&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1960</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1960"/>
		<updated>2014-11-03T21:31:16Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;br /&gt;
&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1959</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1959"/>
		<updated>2014-11-03T21:30:56Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Single2.png&amp;diff=1958</id>
		<title>File:Single2.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Single2.png&amp;diff=1958"/>
		<updated>2014-11-03T21:30:30Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: uploaded a new version of &amp;amp;quot;File:Single2.png&amp;amp;quot;&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;One pendulum on base plane&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1957</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1957"/>
		<updated>2014-11-03T21:30:04Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.png | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 1 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1956</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1956"/>
		<updated>2014-11-03T21:28:45Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.jpg | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 1 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1955</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1955"/>
		<updated>2014-11-03T21:28:22Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators.]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2jpg | thumb | 300px | right | Figure 2: One electromagnetic pendulum on the base plane.]]&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 1 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1954</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1954"/>
		<updated>2014-11-03T21:28:04Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (Figure 2). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 3 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1953</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1953"/>
		<updated>2014-11-03T21:24:59Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
[[File:Single2.jpg]]&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 1 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Single2.png&amp;diff=1952</id>
		<title>File:Single2.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Single2.png&amp;diff=1952"/>
		<updated>2014-11-03T21:23:54Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: One pendulum on base plane&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;One pendulum on base plane&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1951</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1951"/>
		<updated>2014-11-03T21:20:01Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum. A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Based on the results for the single electromagnetic pendulum on the base plane, we extend to the synchronization of coupled pendulum on same base plane. We propose that the positions of pendulums will determined the synchronization of coupled pendulum. Thus a series of arrangements of pendulums will be explored. Figure 1 shows one example of three pendulums locates on the base plane at the triangular points. Furthermore, four, five and more pendulums will be designed to position in various arrangement on the base plane. We believe that by such study, a general rule for synchronization of coupled pendulum on same base plane can be given.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1950</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1950"/>
		<updated>2014-11-03T21:18:36Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: /* Methods */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;br /&gt;
&lt;br /&gt;
Before studying the synchronization of coupled pendulum on same base plane, we will first study non-linear dynamics of one pendulum (\autoref{fig:Single2}). A electromagnetic pendulum will be positioned at the center of a base plane, with several Meissner&#039;s  bodies located randomly underneath the base plane. Experimental parameters such as Meissner&#039;s  bodies (e.g., the numbers and position of Meissner&#039;s bodies), the mass of base plane, the height and weight of pendulum and the magnetic strength of electromagnetic pendulum will all influence the non-linear dynamic behavior of pendulum, those parameters will be evaluated individually.&lt;br /&gt;
&lt;br /&gt;
[[File:Example.jpg]]&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1944</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1944"/>
		<updated>2014-11-03T19:46:14Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Theory=&lt;br /&gt;
It is easy to write down the system of differential equations for n simple harmonic oscillators coupled together. This takes the form&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\dot{\theta}_k(t) = \omega + \frac{k}{n} \sum_{i=1}^n \sin\left(\theta_i(t) - \theta_k(t)\right).&lt;br /&gt;
\end{equation}&lt;br /&gt;
[[File:Coupled_Oscillators_11.png | thumb | 300px | right | Figure 1: Phases of 11 Coupled Harmonic Oscillators]]&lt;br /&gt;
Synchronization phenomena of 11 coupled harmonic oscillators may be seen in Figure 1. &lt;br /&gt;
The differential equations for a single spherical pendulum are&lt;br /&gt;
\begin{equation}&lt;br /&gt;
\begin{aligned}&lt;br /&gt;
m r^2 \ddot{\theta} - m r^2 \sin\theta \cos\theta \dot{\phi}^2 + m g r \sin\theta &amp;amp;= 0,\\&lt;br /&gt;
2 m r^2 \dot{\theta} \sin\theta \cos\theta \dot{\phi} + m r^2 \sin^2\theta \ddot{\phi} &amp;amp;= 0.&lt;br /&gt;
\end{aligned}&lt;br /&gt;
\end{equation}&lt;br /&gt;
when the length of the pendulum is at a constant radius from its origin.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
The experiment will be conducted with several spherical pendula sitting on a plane. The plane will start out being rested on top of several spheres so that the only contribution to the dynamics of the system is from the pendula themselves. Once this portion of the experiment has been conducted and the result of Perlikowski have been observed, we will move to placing Meissner bodies under the plane. This will allow for an additional nonlinear effects to the dynamics of the system. The team will attempt to produce some of the synchronization phenomena found by theoretical means and possibly other phenomena that were not discovered theoretically.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=File:Coupled_Oscillators_11.png&amp;diff=1943</id>
		<title>File:Coupled Oscillators 11.png</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=File:Coupled_Oscillators_11.png&amp;diff=1943"/>
		<updated>2014-11-03T19:34:18Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1936</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1936"/>
		<updated>2014-11-03T17:42:45Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase, [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;br /&gt;
&lt;br /&gt;
=Outline=&lt;br /&gt;
The phenomena of synchronization in pendula lying along the same plane has been studied extensively in [http://www.perlikowski.kdm.p.lodz.pl/papers/physa2009.pdf general]. It was shown that several modes can occur in general. The possible configurations are complete synchronization of the system, synchronization of clusters of three or five pendula, or total antiphase synchronization. The paper Perlikowski claims that these phenomena can be observed in the laboratory. An extension of this would be to allow spherical pendula to synchronize along a plane instead of requiring the pendula to be along a straight line of the plane they lie on. This will allow higher dimensionality in the phase space and phenomena that may be observed. A further extension will be to allow the motion of the plane to be controlled by placing it on top of [http://en.wikipedia.org/wiki/Reuleaux_tetrahedron Meissner bodies]. This will add more complexity to the system and hopefully more interesting dynamics as well.&lt;br /&gt;
&lt;br /&gt;
=Methods=&lt;br /&gt;
&lt;br /&gt;
=Setup=&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
	<entry>
		<id>https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1931</id>
		<title>Group 5 2014</title>
		<link rel="alternate" type="text/html" href="https://nldlab.gatech.edu/w/index.php?title=Group_5_2014&amp;diff=1931"/>
		<updated>2014-11-03T14:36:59Z</updated>

		<summary type="html">&lt;p&gt;Pendulum2014: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Members: Caligan, Lucas, Li, Norris&lt;br /&gt;
&lt;br /&gt;
=Introduction=&lt;br /&gt;
In 1665, the Dutch scientist Christiaan Huygens discovered that two pendulum &lt;br /&gt;
clocks mounted on the same wall synchronize with one another---the bobs swing &lt;br /&gt;
with the same frequency but exactly out of phase [http://rspa.royalsocietypublishing.org/content/458/2019/563 Huygen]. The &lt;br /&gt;
origin of this effect is weak coupling of the clocks mediated through the &lt;br /&gt;
wall’s vibrations. Since then, the seemingly old topic of synchronization has &lt;br /&gt;
developed into one of the most actively studied phenomena, in such diverse &lt;br /&gt;
contexts as coupled lasers in optics, firing neurons in the brain, synchronous &lt;br /&gt;
flashing by fireflies and rhythm of applause at concerts. It has been of &lt;br /&gt;
conceptual interest to scientists in the fields of applied mathematics, &lt;br /&gt;
nonlinear dynamics, statistical physics and material science.&lt;/div&gt;</summary>
		<author><name>Pendulum2014</name></author>
	</entry>
</feed>