Memory retrieval in a neural network with chaotic neurons and dynamic synapses

被引：0
|
作者：
Wang, ZJ [1 ]
Fan, H
机构：
[1] Donghua Univ, Coll Informat Sci & Technol, Shanghai 200051, Peoples R China
[2] Donghua Univ, Glorious Sun Sch Business & Management, Shanghai 200051, Peoples R China
来源：
COMPUTATIONAL INTELLIGENCE AND BIOINSPIRED SYSTEMS, PROCEEDINGS | 2005年 / 3512卷
关键词：
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：
An associative neural network with chaotic neuron model and synaptic depression (CSDNN) is constructed. Memory switching phenomenon in the network is demonstrated. Simulation results show that with various parameter value settings and with various initial conditions, the memory retrieval frequency of CSDNN distributes uniformly among the stored patterns, and the rate of memory retrieval of CSDNN is much higher than that of a chaotic neural network. The possible utilization of memory retrieval in CSDNN is also discussed.
引用
收藏
页码：654 / 660
页数：7
相关论文
共 50 条
  • [41] The study of chaotic neural network and its applications in associative memory
    He, ZY
    Zhang, YF
    Yang, LX
    NEURAL PROCESSING LETTERS, 1999, 9 (02) : 163 - 175
  • [42] Associative memory with dynamic synapses
    Pantic, L
    Torres, JJ
    Kappen, HJ
    Gielen, SCAM
    NEURAL COMPUTATION, 2002, 14 (12) : 2903 - 2923
  • [43] Synapses as dynamic memory buffers
    Maass, W
    Markram, H
    NEURAL NETWORKS, 2002, 15 (02) : 155 - 161
  • [44] Numerical analysis of a chaotic delay recurrent neural network with four neurons
    Luo, Haigeng
    Xu, Xiaodong
    Liao, Xiaoxin
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 1, 2006, 3971 : 328 - 333
  • [45] Synchronous phenomena for two-layered neural network with chaotic neurons
    Katayama, K
    Yano, M
    Horiguchi, T
    NEURAL INFORMATION PROCESSING, 2004, 3316 : 19 - 30
  • [46] Neural networks with dynamic synapses
    Tsodyks, M
    Pawelzik, K
    Markram, H
    NEURAL COMPUTATION, 1998, 10 (04) : 821 - 835
  • [47] Transitory memory retrieval in a biologically plausible neural network model
    Tsukada, Hiromichi
    Yamaguti, Yutaka
    Tsuda, Ichiro
    COGNITIVE NEURODYNAMICS, 2013, 7 (05) : 409 - 416
  • [48] Associative memory retrieval induced by fluctuations in a pulsed neural network
    Kanamaru, Takashi, 2000, American Institute of Physics Inc. (62):
  • [49] Associative memory retrieval induced by fluctuations in a pulsed neural network
    Kanamaru, T
    Okabe, Y
    PHYSICAL REVIEW E, 2000, 62 (02): : 2629 - 2635
  • [50] Transitory memory retrieval in a biologically plausible neural network model
    Hiromichi Tsukada
    Yutaka Yamaguti
    Ichiro Tsuda
    Cognitive Neurodynamics, 2013, 7 : 409 - 416
12345