Multi-valued cellular neural networks and its application for associative memory

被引:0
|
作者
Zhang, Zhong [1 ]
Akiduki, Takuma [1 ]
Miyake, Tetsuo [1 ]
Imamura, Takashi [1 ]
机构
[1] Toyohashi Univ Technol, 1-1 Hibarigaoka,Tempaku cho, Toyohashi, Aichi 4418580, Japan
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
This paper discusses the design of multi-valued output functions of Cellular Neural Networks (CNNs) implementing associative memories. The output function of the CNNs is a piecewise linear function which consists of a saturation and non-saturation range. The new structure of the output function is defined, and is called the "basic waveform". The saturation ranges with n levels are generated by adding n -1 basic waveforms. Consequently, creating an associative memory of multivalued patterns has been successful, and computer experiment results show the validity of the proposed method. The results of this research can expand the range of applications of CNNs as associative memories.
引用
收藏
页码:542 / +
页数:2
相关论文
共 50 条
  • [1] Design of multi-valued Cellular Neural Networks for associative memory
    Zhang, Zhong
    Akiduki, Takuma
    Miyake, Tetsuo
    Imamura, Takashi
    2006 SICE-ICASE INTERNATIONAL JOINT CONFERENCE, VOLS 1-13, 2006, : 927 - +
  • [2] Multi-valued neural networks I: a multi-valued associative memory
    Maximov, Dmitry
    Goncharenko, Vladimir, I
    Legovich, Yury S.
    NEURAL COMPUTING & APPLICATIONS, 2021, 33 (16): : 10189 - 10198
  • [3] Multi-valued neural networks I: a multi-valued associative memory
    Dmitry Maximov
    Vladimir I. Goncharenko
    Yury S. Legovich
    Neural Computing and Applications, 2021, 33 : 10189 - 10198
  • [4] Correction to: Multi-valued neural networks I: a multi-valued associative memory
    Dmitry Maximov
    Vladimir I. Goncharenko
    Yury S. Legovich
    Neural Computing and Applications, 2023, 35 : 18087 - 18088
  • [5] Associative Memories with Multi-Valued Cellular Neural Networks and Their Application to Disease Diagnosis
    Akiduki, Takuma
    Zhong, Zhang
    Imamura, Takashi
    Miyake, Tetsuo
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 3824 - 3829
  • [6] Realization of multi-valued associative memory with cellular neural network
    Zhang, Zhong
    Akiduki, Takuma
    Imamura, Takashi
    Miyake, Tetsuo
    2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 3161 - +
  • [7] DESIGN OF MULTI-VALUED CELLULAR NEURAL NETWORKS FOR ASSOCIATIVE MEMORIES
    Akiduki, Takuma
    Zhang, Zhong
    Imamura, Takashi
    Miyake, Tetsuo
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (3A): : 1575 - 1589
  • [8] Multi-Valued Associative Memory Neural Network
    修春波
    刘向东
    张宇河
    Journal of Beijing Institute of Technology(English Edition), 2003, (04) : 352 - 356
  • [9] Multi-valued neural networks I: a multi-valued associative memory (vol 33, pg 10189, 2021)
    Maximov, Dmitry
    Goncharenko, Vladimir I.
    Legovich, Yury S.
    NEURAL COMPUTING & APPLICATIONS, 2023, 35 (24): : 18087 - 18088
  • [10] A novel network of chaotic elements and its application in multi-valued associative memory
    Xiu, CB
    Liu, XD
    Tang, YY
    Zhang, YH
    PHYSICS LETTERS A, 2004, 331 (3-4) : 217 - 224