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    <title>Notebooks   </title>
    <link>http://bactra.org/notebooks</link>
    <description>Cosma's Notebooks</description>
    <language>en</language>

  <item>
    <title>Influence of Network Topology on Synchronization</title>
    <link>http://bactra.org/notebooks/2007/09/01#topology-and-synchronization</link>
    <description>
&lt;P&gt;Are certain kinds of networks &lt;em&gt;always&lt;/em&gt; easier to synchronize? Or
&lt;em&gt;generically&lt;/em&gt; easier to synchronize, for very broad classes of dynamics?
Does it matter if the couplings are heterogeneous?  Does it matter if the nodes
are heterogeneous?  Are there perhaps &lt;em&gt;local&lt;/em&gt; aspects which
make &lt;em&gt;parts&lt;/em&gt; of networks easier to synchronize, or apt to synchronize?

&lt;P&gt;See also:
	&lt;a href=&quot;complex-networks.html&quot;&gt;Complex Networks&lt;/a&gt;;
	&lt;a href=&quot;synchronization.html&quot;&gt;Synchronization&lt;/a&gt;

&lt;ul&gt;Recommended:
	&lt;li&gt;Fatihcan M. Atay, T&amp;uuml;rker Biyikoglu and J&amp;uuml;rgen Jost, &quot;On
the synchronization of networks with prescribed degree distributions&quot;, &lt;a
href=&quot;http://arxiv.org/abs/nlin.AO/0407024&quot;&gt;nlin.AO/0407024&lt;/a&gt; [Networks with
any degree distribution can be made arbitrarily hard to synchronize]
	&lt;li&gt;Fatihcan M. Atay, J&amp;uuml;rgen Jost and Andreas Wende, &quot;Delays,
connection topology, and synchronization of coupled chaotic maps&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0312177&quot;&gt;cond-mat/0312177&lt;/a&gt;
	&lt;/ul&gt;

&lt;ul&gt;To read:
	&lt;li&gt;O. Alvarez-Llamoza, K. Tucci, M. G. Cosenza, and M. Pineda, &quot;Random
global coupling induces synchronization and nontrivial collective behavior in
networks of chaotic
maps&quot;, &lt;a href=&quot;http://arxiv.org/abs/nlin.CD/0612010&quot;&gt;nlin.CD/0612010&lt;/a&gt;
	&lt;li&gt;Alex Arenas, Albert Diaz-Guilera and Conrad J. Perez-Vicente
		&lt;ul&gt;
		&lt;li&gt;&quot;Synchronization Reveals Topological Scales in Complex
Networks&quot;,
&lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevLett.96.114102&quot;&gt;&lt;cite&gt;Physical Review
Letters&lt;/cite&gt; &lt;strong&gt;96&lt;/strong&gt; (2006): 114102&lt;/a&gt;
= &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0511730&quot;&gt;cond-mat/0511730&lt;/a&gt;
		&lt;li&gt;&quot;Synchronization processes in complex networks&quot;,
&lt;a href=&quot;http://arxiv.org/abs/nlin.AO/0610057&quot;&gt;nlin.AO/0610057&lt;/a&gt;
		&lt;/ul&gt;
	&lt;li&gt;Fatihcan M. Atay and Turker Biyikoglu, &quot;Graph operations and
synchronization of complex networks&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1103/PhysRevE.72.016217&quot;&gt;&lt;cite&gt;Physical Review
E&lt;/cite&gt; &lt;strong&gt;72&lt;/strong&gt; (2005): 016217&lt;/a&gt;
	&lt;li&gt;Fatihcan M. Atay, Turker Biyikoglu and Juergen Jost, &quot;Network synchronization: Spectral versus statistical properties&quot;, &lt;a href=&quot;http://arxiv.org/abs/0706.3069&quot;&gt;arxiv:0706.3069&lt;/a&gt; = &lt;cite&gt;Physica D&lt;/cite&gt; &lt;strong&gt;224&lt;/strong&gt; (2006):35--41
	&lt;li&gt;Mauricio Barahona and Louis M. Pecora, &quot;Synchronization in
small-world systems,&quot; &lt;a
href=&quot;http://arxiv.org/abs/nlin.CD/0112023&quot;&gt;nlin.CD/0112023&lt;/a&gt;
	&lt;li&gt;Mario di Bernardo, Franco Garofalo and Francesco Sorrentino,
&quot;Synchronization of degree correlated physical networks&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0506236&quot;&gt;cond-mat/0506236&lt;/a&gt;
	&lt;li&gt;Luca Donetti, Pablo I. Hurtado, and Miguel A. Munoz,
&quot;Synchronization in Network Structures: Entangled Topology as Optimal
Architecture for Network
Design&quot;, &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0602351&quot;&gt;cond-mat/0602351&lt;/a&gt;
	&lt;li&gt;Prashant M. Gade and Sudeshna Sinha, &quot;How Crucial Is Small World
Connectivity for Dynamics?&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1142/S0218127406016458&quot;&gt;&lt;cite&gt;International Journal
of Bifurcation and Chaos&lt;/cite&gt; &lt;strong&gt;16&lt;/strong&gt; (2006): 2767--2775&lt;/a&gt;
	&lt;li&gt;Jesus Gomez-Gardenes, Yamir Moreno, Alex Arenas, &quot;Paths to
Synchronization on Complex
Networks&quot;, &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0608314&quot;&gt;cond-mat/0608314&lt;/a&gt;
	&lt;li&gt;H. Guclu, G. Korniss, M. A. Novotny, Z. Toroczkai and
Z. R&amp;acute;cz, &quot;Synchronization landscapes in small-world-connected computer
networks&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1103/PhysRevE.73.066115&quot;&gt;&lt;cite&gt;Physical Review
E&lt;/cite&gt; &lt;strong&gt;73&lt;/strong&gt; (2006): 066115&lt;/a&gt;
= &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0601058&quot;&gt;cond-mat/0601058&lt;/a&gt;
	&lt;li&gt;H. Hong, M. Y. Choi, and Beom Jun Kim, &quot;Synchronization on
small-world networks,&quot; &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0110359&quot;&gt;cond-mat/0110359&lt;/a&gt;
	&lt;li&gt;Sarika Jalan and R. E. Amritkar, &quot;Self-organized and driven phase
synchronization in coupled map scale free networks,&quot; &lt;a
href=&quot;http://arxiv.org/abs/nlin.AO/0201051&quot;&gt;nlin.AO/0201051&lt;/a&gt;
	&lt;li&gt;J&amp;uuml;rgen Jost and M. P. Joy, &quot;Spectral Properties and
Synchronization in Coupled Map Lattices,&quot; &lt;citE&gt;Physical Review
E&lt;/cite&gt; &lt;strong&gt;65&lt;/strong&gt; (2002): 016201 =
&lt;a href=&quot;http://arxiv.org/abs/nlin.CD/0110037&quot;&gt;nlin.CD/0110037&lt;/a&gt;
	&lt;li&gt;Deok-Sun Lee, &quot;Synchronization transition in scale-free networks:
clusters of synchrony&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0410635&quot;&gt;cond-mat/0410635&lt;/a&gt;
	&lt;li&gt;Ivano Lodato, Stefano Boccaletti and Vito Latora, &quot;Synchronization
Properties of Network
Motifs&quot;, &lt;a href=&quot;http://arxiv.org/abs/physics/0609126&quot;&gt;physics/0609126&lt;/a&gt;
	&lt;li&gt;M. S. O. Massunaga and M. Bahiana, &quot;Synchronization in large
populations of limit cycle oscillators with long-range interactions,&quot;
&lt;a href=&quot;http://arxiv.org/abs/cond-mat/0201508&quot;&gt;cond-mat/0201508&lt;/a&gt;
	&lt;li&gt;Manuel A. Matias, &quot;Synchronization in Complex Networks: a Comment
on two recent PRL papers&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0507471&quot;&gt;cond-mat/0507471&lt;/a&gt;
	&lt;li&gt;Patrick N. McGraw and Michael Menzinger
		&lt;ul&gt;
		&lt;li&gt;&quot;Clustering and
Synchronization of Oscillator Networks&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0501663&quot;&gt;cond-mat/0501663&lt;/a&gt; = &lt;a
href=&quot;http://dx.doi.org/10.1103/PhysRevE.72.015101&quot;&gt;&lt;cite&gt;Physical Review
E&lt;/cite&gt; &lt;strong&gt;72&lt;/strong&gt; (2005): 015101&lt;/a&gt; [&quot;in scale-free networks,
clustering promotes the synchronization of the most connected nodes (hubs) even
though it inhibits global synchronization&quot;]
		&lt;li&gt;&quot;Laplacian Spectra as a Diagnostic Tool for Network
Structure and
Dynamics&quot;, &lt;a href=&quot;http://arxiv.org/abs/0708.4206&quot;&gt;arxiv:0708.4206&lt;/a&gt;
		&lt;/ul&gt;
	&lt;li&gt;Yamir Moreno and Amalio E. Pacheco, &quot;Synchronization of Phase
Oscillators in Scale-Free Networks&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0401266&quot;&gt;cond-mat/0401266&lt;/a&gt;
	&lt;li&gt;Adilson E. Motter, Changsong Zhou and Juergen Kurths, &quot;Enhancing
complex-network synchronization&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0406207&quot;&gt;cond-mat/0406207&lt;/a&gt;
	&lt;li&gt;Takashi Nishikawa, Adilson E. Motter, Ying-Cheng Lai and Frank C.
Hoppensteadt, &quot;Heterogeneity in oscillator networks: Are smaller worlds easier
to synchronize?&quot; &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0306625&quot;&gt;cond-mat/0306625&lt;/a&gt;
	&lt;li&gt;E. Oh, K. Rho, H. Hong and B. Kahng, &quot;Modular synchronization in
complex networks&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0408202&quot;&gt;cond-mat/0408202&lt;/a&gt;
	&lt;li&gt;Juan G. Restrepo, Edward Ott and Brian R. Hunt
		&lt;ul&gt;
		&lt;li&gt;&quot;Spatial Patterns of Desynchronization Bursts in
Networks&quot;, &lt;a href=&quot;http://arxiv.org/abs/nlin.CD/0401007&quot;&gt;nlin.CD/0401007&lt;/a&gt;
		&lt;li&gt;&quot;Emergence of Coherence in Complex Networks of
Heterogeneous Dynamical
Systems&quot;, &lt;a href=&quot;http://dx.doi.org/10.1103/PhysRevLett.96.254103&quot;&gt;Physical
Review Letters&lt;/cite&gt;
&lt;strong&gt;96&lt;/strong&gt; (2006): 254103&lt;/a&gt;
= &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0601639&quot;&gt;cond-mat/0601639&lt;/a&gt;
		&lt;/ul&gt;
	&lt;li&gt;Marc Timme, &quot;Revealing Network Connectivity From
Dynamics&quot;, &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0610188&quot;&gt;cond-mat/0610188&lt;/a&gt;
	&lt;/ul&gt;
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