Self-organized collective oscillations in networks of stochastic spiking neurons

被引:1
|
作者
Chen, Lei [1 ]
Yu, Chaojun [1 ]
Zhai, Jian [1 ]
机构
[1] Zhejiang Univ, Sch Math Sci, Hangzhou 310058, Peoples R China
关键词
AVALANCHES; DYNAMICS;
D O I
10.1063/5.0130075
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The theory of self-organized bistability (SOB) is the counterpart of self-organized criticality for systems tuning themselves to the edge of bistability of a discontinuous phase transition, rather than to the critical point of a continuous one. As far as we are concerned, there are currently few neural network models that display SOB or rather its non-conservative version, self-organized collective oscillations (SOCO). We show that by slightly modifying the firing function, a stochastic excitatory/inhibitory network model can display SOCO behaviors, thus providing some insights into how SOCO behaviors can be generated in neural network models.
引用
下载
收藏
页数:10
相关论文
共 50 条
  • [31] Prom self-organized systems to collective problem solving
    Vincent, C
    ENGINEERING SOCIETIES IN THE AGENTS WORLD V, 2005, 3451 : 222 - 230
  • [32] Temporal correlations in Stochastic networks of spiking neurons
    Meyer, C
    van Vreeswijk, C
    NEURAL COMPUTATION, 2002, 14 (02) : 369 - 404
  • [33] Inverse stochastic resonance in networks of spiking neurons
    Uzuntarla, Muhammet
    Barreto, Ernest
    Torres, Joaquin J.
    PLOS COMPUTATIONAL BIOLOGY, 2017, 13 (07)
  • [34] Oscillations and Irregular Emission in Networks of Linear Spiking Neurons
    Gianluigi Mongillo
    Daniel J. Amit
    Journal of Computational Neuroscience, 2001, 11 : 249 - 261
  • [35] Coherent stochastic oscillations enhance signal detection in spiking neurons
    Engel, Tatiana A.
    Helbig, Brian
    Russell, David F.
    Schimansky-Geier, Lutz
    Neiman, Alexander B.
    PHYSICAL REVIEW E, 2009, 80 (02):
  • [36] Oscillations and irregular emission in networks of linear spiking neurons
    Mongillo, G
    Amit, DJ
    JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 2001, 11 (03) : 249 - 261
  • [37] Self-organized criticality in a simple model of neurons based on small-world networks
    Lin, M
    Chen, TL
    PHYSICAL REVIEW E, 2005, 71 (01):
  • [38] Self-organized Learning by Self-Enforcing Networks
    Kluever, Christina
    Kluever, Juergen
    ADVANCES IN COMPUTATIONAL INTELLIGENCE, PT I, 2013, 7902 : 518 - 529
  • [39] Self-organized Spiking Neural Network Recognizing Phase/Frequency Correlations
    Kiselev, M. V.
    IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 15 - 21
  • [40] Morphological changes in neurons by self-organized patterned films
    Tsuruma, Akinori
    Tanaka, Masaru
    Fukushima, Nobuyuki
    Shimomura, Masatsugu
    E-JOURNAL OF SURFACE SCIENCE AND NANOTECHNOLOGY, 2005, 3 : 159 - 164