A GENETIC APPROACH TO THE HOPFIELD NEURAL-NETWORK IN THE OPTIMIZATION PROBLEMS

被引：0
|
作者：
ARABAS, J
机构：
来源：
BULLETIN OF THE POLISH ACADEMY OF SCIENCES-CHEMISTRY | 1994年 / 42卷 / 01期
关键词：
ARTIFICIAL INTELLIGENCE; COMBINATORIAL OPTIMIZATION; GENETIC ALGORITHMS; HYBRID SYSTEMS; NEURAL NETWORKS; OPTIMIZATION;
D O I：
暂无
中图分类号：
O6 [化学];
学科分类号：
0703 ;
摘要：
This paper presents an improvement to the basic Hopfield neural network model used for the optimization problems. The method is based on the genetic algorithm. Since the Hopfield network performs gradient descent processing, it suffers from the local minima of the objective function. Global optimization can be achieved by a cyclic process of the network activation. In this paper, a genetic algorithm has been introduced to drive the generation of the initial network state. Thus, more efficient processing can be provided.
引用
收藏
页码：59 / 66
页数：8
相关论文
共 50 条
  • [1] A SOLUTION TO COMBINATORIAL OPTIMIZATION PROBLEMS USING AN ACCELERATED HOPFIELD NEURAL-NETWORK
    OOHORI, T
    YAMAMOTO, H
    SETSU, N
    WATANABE, K
    ELECTRICAL ENGINEERING IN JAPAN, 1995, 115 (03) : 76 - 84
  • [2] A binary hopfield neural-network approach for satellite broadcast scheduling problems
    Funabiki, N
    Nishikawa, S
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1997, 8 (02): : 441 - 445
  • [3] STABILITY OF SOLUTIONS IN HOPFIELD NEURAL-NETWORK
    MATSUDA, S
    SYSTEMS AND COMPUTERS IN JAPAN, 1995, 26 (05) : 67 - 78
  • [4] ORDER PARAMETERS IN A HOPFIELD NEURAL-NETWORK
    KOSTYLEV, IA
    MALINETSKII, GG
    POTAPOV, AB
    COMPUTATIONAL MATHEMATICS AND MATHEMATICAL PHYSICS, 1994, 34 (11) : 1493 - 1500
  • [5] OPTIMIZATION NEURAL-NETWORK FOR SOLVING FLOW PROBLEMS
    PERFETTI, R
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (05): : 1287 - 1291
  • [6] IMAGE-RESTORATION ON THE HOPFIELD NEURAL-NETWORK
    ABBISS, JB
    FIDDY, MA
    STERITI, R
    ADVANCES IN ELECTRONICS AND ELECTRON PHYSICS, VOL 87, 1994, 87 : 1 - 48
  • [7] GENERALIZED HOPFIELD NEURAL-NETWORK FOR CONCURRENT TESTING
    ORTEGA, J
    PRIETO, A
    LLORIS, A
    PELAYO, FJ
    IEEE TRANSACTIONS ON COMPUTERS, 1993, 42 (08) : 898 - 912
  • [8] A HOPFIELD NEURAL-NETWORK MODEL IN A TRANSVERSE FIELD
    MA, YQ
    ZHANG, YM
    GONG, CD
    COMMUNICATIONS IN THEORETICAL PHYSICS, 1994, 21 (02) : 253 - 256
  • [9] IMAGE-RECONSTRUCTION BY A HOPFIELD NEURAL-NETWORK
    SRINIVASAN, V
    HAN, YK
    ONG, SH
    IMAGE AND VISION COMPUTING, 1993, 11 (05) : 278 - 282
  • [10] Dual optimization approach in discrete Hopfield neural network
    Guo, Yueling
    Zamri, Nur Ezlin
    Kasihmuddin, Mohd Shareduwan Mohd
    Alway, Alyaa
    Mansor, Mohd. Asyraf
    Li, Jia
    Zhang, Qianhong
    APPLIED SOFT COMPUTING, 2024, 164
12345