Noise induced complexity: patterns and collective phenomena in a small-world neuronal network

The effects of noise on patterns and collective phenomena are studied in a small-world neuronal network with the dynamics of each neuron being described by a two-dimensional Rulkov map neuron. It is shown that for intermediate noise levels, noise-induced ordered patterns emerge spatially, which supports the spatiotemporal coherence resonance. However, the inherent long range couplings of small-world networks can effectively disrupt the internal spatial scale of the media at small fraction of long-range couplings. The temporal order, characterized by the autocorrelation of a firing rate function, can be greatly enhanced by the introduction of small-world connectivity. There exists an optimal fraction of randomly rewired links, where the temporal order and synchronization can be optimized.

[1]  J. M. Sancho,et al.  Noise in spatially extended systems , 1999 .

[2]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[3]  Matjaž Perc,et al.  Persistency of noise-induced spatial periodicity in excitable media , 2005 .

[4]  Marcelo A. Savi,et al.  Effects of randomness on chaos and order of coupled logistic maps , 2007 .

[5]  J. Kurths,et al.  Coherence Resonance in a Noise-Driven Excitable System , 1997 .

[6]  J. Kurths,et al.  Spatial coherence resonance on diffusive and small-world networks of Hodgkin-Huxley neurons. , 2008, Chaos.

[7]  O. Kwon,et al.  Coherence resonance in small-world networks of excitable cells , 2002 .

[8]  José Manuel,et al.  Controlling the order of wedge filling transitions: the role of line tension , 2007 .

[9]  Lin Huang,et al.  Pattern formation and firing synchronization in networks of map neurons , 2007 .

[10]  M. Perc Spatial decoherence induced by small-world connectivity in excitable media , 2005 .

[11]  Matjaz Perc,et al.  Stochastic resonance in soft matter systems: combined effects of static and dynamic disorder , 2008, 0805.2759.

[12]  Gang Hu,et al.  Stochastic resonance of small-world networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  Wulfram Gerstner,et al.  Spiking Neuron Models , 2002 .

[14]  Hanshuang Chen,et al.  Enhancement of neuronal coherence by diversity in coupled Rulkov-map models , 2008 .

[15]  Nikolai F. Rulkov,et al.  Oscillations in Large-Scale Cortical Networks: Map-Based Model , 2004, Journal of Computational Neuroscience.

[16]  Qiang Xu,et al.  Ordering spatiotemporal chaos in complex thermosensitive neuron networks. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[17]  J. Martinerie,et al.  The brainweb: Phase synchronization and large-scale integration , 2001, Nature Reviews Neuroscience.

[18]  Eugene M. Izhikevich,et al.  Neural excitability, Spiking and bursting , 2000, Int. J. Bifurc. Chaos.

[19]  Danielle Smith Bassett,et al.  Small-World Brain Networks , 2006, The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry.

[20]  Matjaž Perc,et al.  Spatial coherence resonance in neuronal media with discrete local dynamics , 2007 .

[21]  M. Perc Spatial coherence resonance in excitable media. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[22]  Yanhong Zheng,et al.  Spatiotemporal patterns and chaotic burst synchronization in a small-world neuronal network , 2008 .

[23]  M. Ozer,et al.  Stochastic resonance on Newman–Watts networks of Hodgkin–Huxley neurons with local periodic driving , 2009 .

[24]  N. Rulkov Regularization of synchronized chaotic bursts. , 2000, Physical review letters.

[25]  Matjaz Perc,et al.  Minimal model for spatial coherence resonance. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[26]  M. Perc Stochastic resonance on excitable small-world networks via a pacemaker. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[27]  Matjaž Perc,et al.  Effects of small-world connectivity on noise-induced temporal and spatial order in neural media , 2007 .

[28]  F A Gianturco,et al.  Vibrational excitation of CF4 by electron impact: a computational analysis , 2005 .