Multiplierless digital learning algorithm for cellular neural networks

被引：8
|
作者：
Perfetti, R [1 ]
Costantini, G
机构：
[1] Univ Perugia, Dept Elect & Informat Engn, Perugia, Italy
[2] Univ Roma Tor Vergata, Dept Elect Engn, Rome, Italy
来源：
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2001年 / 48卷 / 05期
关键词：
associative memories; cellular neural networks; learning;
D O I：
10.1109/81.922467
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
A new learning algorithm is proposed for space-varying cellular neural networks, used to implement associative memories. The algorithm exhibits some peculiar features which make it very attractive: the finite precision of connection weights is automatically taken into account as a design constraint; no multiplication is needed for weight computation; learning can be implemented in fixed point digital hardware or simulated on a digital computer without numerical errors.
引用
收藏
页码：630 / 635
页数：6
相关论文
共 50 条
  • [21] On discrete-time cellular neural networks for associative memories
    Grassi, G
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2001, 48 (01): : 107 - 111
  • [22] AUTOWAVES IN MEMRISTIVE CELLULAR NEURAL NETWORKS
    Viet-Thanh Pham
    Buscarino, Arturo
    Fortuna, Luigi
    Frasca, Mattia
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2012, 22 (08):
  • [23] Parallelization of cellular neural networks on GPU
    Ho, Tze-Yui
    Lam, Ping-Man
    Leung, Chi-Sing
    PATTERN RECOGNITION, 2008, 41 (08) : 2684 - 2692
  • [24] Bifurcations and chaos in cellular neural networks
    Biey, M
    Checco, P
    Gilli, M
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2003, 12 (04) : 417 - 433
  • [25] Cellular neural networks for edge detection
    Grassi, Giuseppe
    Vecchio, Pietro
    Di Sciascio, Eugenio
    Grieco, Luigi A.
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2007, 17 (04): : 1323 - 1328
  • [26] Image compression by cellular neural networks
    Venetianer, PL
    Roska, T
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1998, 45 (03): : 205 - 215
  • [27] Genetically trained cellular neural networks
    Zamparelli, M
    NEURAL NETWORKS, 1997, 10 (06) : 1143 - 1151
  • [28] Horseshoe chaos in cellular neural networks
    Yang, XS
    Li, QD
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2006, 16 (01): : 157 - 161
  • [29] A study on WTA cellular neural networks
    Forti, M
    INTERNATIONAL JOURNAL OF CIRCUIT THEORY AND APPLICATIONS, 2001, 29 (06) : 537 - 552
  • [30] FUNCTIONAL TESTING FOR CELLULAR NEURAL NETWORKS
    WILLIS, J
    DEGYVEZ, JP
    ELECTRONICS LETTERS, 1993, 29 (25) : 2206 - 2208
12345