Array-Enhanced Stochastic Resonance in a Network of Noisy Neuromorphic Circuits

被引:0
|
作者
Tovar, Gessyca Maria [1 ]
Asai, Tetsuya [1 ]
Amemiya, Yoshihito [1 ]
机构
[1] Hokkaido Univ, Grad Sch Informat Sci & Technol, Kita Ku, Sapporo, Hokkaido 0600814, Japan
关键词
Neuromophic LSI; Stochastic Resonance; Oscillators; SPATIOTEMPORAL SYNCHRONIZATION; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Stacy et.al. demonstrated that an array of simulated hippocampal CA1 neurons exhibited stochastic resonance-like behaviors where an optimal correlation value between the sub-threshold input and the output was obtained by tuning both the noise intensity and the connection strength between the CA1 neurons. Based on this model, we proposed a simple neural network model for semiconductor devices. We carried out simulations using internal noise sources and confirmed that the correlation value between input and output in the network increased as the coupling strength increased.
引用
收藏
页码:188 / 195
页数:8
相关论文
共 50 条
  • [1] Monostable array-enhanced stochastic resonance
    Lindner, JF
    Breen, BJ
    Wills, ME
    Bulsara, AR
    Ditto, WL
    [J]. PHYSICAL REVIEW E, 2001, 63 (05):
  • [2] Comment on "Monostable array-enhanced stochastic resonance"
    Soskin, SM
    McClintock, PVE
    [J]. PHYSICAL REVIEW E, 2002, 66 (01): : 1 - 013101
  • [3] Array-enhanced stochastic resonance in finite systems
    Rozenfeld, R
    Schimansky-Geier, L
    [J]. CHAOS SOLITONS & FRACTALS, 2000, 11 (12) : 1937 - 1944
  • [4] Neuromorphic CMOS analog circuit exhibiting array-enhanced stochastic resonance Behavior with population heterogeneity
    Gessyca, Tovar
    Asai, Tetsuya
    Amemiya, Yoshihito
    [J]. NEUROSCIENCE RESEARCH, 2010, 68 : E213 - E213
  • [5] Reply to "Comment on 'Monostable array-enhanced stochastic resonance' "
    Lindner, JF
    Breen, BJ
    Bulsara, AR
    Ditto, WL
    [J]. PHYSICAL REVIEW E, 2002, 66 (01):
  • [6] Array-enhanced Logical Stochastic Resonance in Coupled Bistable Systems
    Wu, Hao
    Jiang, Hui-jun
    Hou, Zhong-huai
    [J]. CHINESE JOURNAL OF CHEMICAL PHYSICS, 2012, 25 (01) : 70 - 76
  • [7] Array-enhanced logical stochastic resonance subject to colored noise
    Wang, Zhixiang
    Qiao, Zijian
    Zhou, Liguang
    Zhang, Lei
    [J]. CHINESE JOURNAL OF PHYSICS, 2017, 55 (02) : 252 - 259
  • [8] Stochastic synchronization and array-enhanced coherence resonance in a bio-inspired chemical sensor array
    Nakada, Kazuki
    Igarashi, Jun
    Asai, Tetsuya
    Tateno, Katsumi
    Hayashi, Hatsuo
    Ohtubo, Yoshitaka
    Miki, Tsutomu
    Yoshii, Kiyonori
    [J]. CSE 2008:11TH IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING, PROCEEDINGS, 2008, : 307 - +
  • [9] Potential energy landscape and finite-state models of array-enhanced stochastic resonance
    Lindner, JF
    Bennett, M
    Wiesenfeld, K
    [J]. PHYSICAL REVIEW E, 2006, 73 (03):
  • [10] Noise-driven Image Processing based on Array-Enhanced Stochastic Resonance with Population Heterogeneity
    Utagawa, Akira
    Asai, Tetsuya
    [J]. 2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATION SYSTEMS (ISPACS 2009), 2009, : 437 - 440