A binary hopfield neural-network approach for satellite broadcast scheduling problems

被引：20
|
作者：
Funabiki, N
Nishikawa, S
机构：
[1] Department of Information and Computer Sciences, Faculty of Engineering Science, Osaka University, Toyonaka
来源：
IEEE TRANSACTIONS ON NEURAL NETWORKS | 1997年 / 8卷 / 02期
关键词：
binary neuron; combinatorial optimization; heuristic method; neural network; parallel computation; satellite broadcast scheduling; simulation;
D O I：
10.1109/72.557699
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 presents a binary Hopfield neural network approach for finding a broadcasting schedule in a low-altitude satellite system. Our neural network is composed of simple binary neurons on the synchronous parallel computation, which is greatly suitable for implementation on a digital machine. With the help of heuristic methods, the neural network of a maximum of 200 000 neurons can always find near-optimum solutions on a conventional work station in our simulations.
引用
收藏
页码：441 / 445
页数：5
相关论文
共 50 条
  • [41] A Neural Network Approach for Binary Hashing in Image Retrieval
    Emara, Mohamed Moheeb
    Fahkr, Mohamed Waleed
    Abdelhalim, M. B.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT SYSTEMS AND INFORMATICS 2016, 2017, 533 : 395 - 406
  • [42] A hybrid Hopfield network-simulated annealing approach for frequency assignment in satellite communications systems
    Salcedo-Sanz, S
    Santiago-Mozos, R
    Bousoño-Calzón, C
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (02): : 1108 - 1116
  • [43] TRAFFIC PREDICTION AND DYNAMIC BANDWIDTH ALLOCATION OVER ATM - A NEURAL-NETWORK APPROACH
    MOH, WM
    CHEN, MJ
    CHU, NM
    LIAO, CD
    COMPUTER COMMUNICATIONS, 1995, 18 (08) : 563 - 571
  • [44] Multi-start stochastic competitive Hopfield neural network for frequency assignment problem in satellite communications
    Wang, Jiahai
    Cai, Yiqiao
    Yin, Jian
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 131 - 145
  • [45] Hybrid approach to project scheduling using neural network and PERT
    Ito, T
    1998 JAPAN-U.S.A. SYMPOSIUM ON FLEXIBLE AUTOMATION - PROCEEDINGS, VOLS I AND II, 1998, : 377 - 382
  • [46] COMPARISONS OF 7 NEURAL-NETWORK MODELS ON TRAFFIC CONTROL-PROBLEMS IN MULTISTAGE INTERCONNECTION NETWORKS
    FUNABIKI, N
    TAKEFUJI, Y
    LEE, KC
    IEEE TRANSACTIONS ON COMPUTERS, 1993, 42 (04) : 497 - 501
  • [47] CONTROL-AFFINE FUZZY NEURAL-NETWORK APPROACH FOR NONLINEAR PROCESS-CONTROL
    AOYAMA, A
    DOYLE, FJ
    VENKATASUBRAMANIAN, V
    JOURNAL OF PROCESS CONTROL, 1995, 5 (06) : 375 - 386
  • [48] Neural-network approach to determine operator hand orientation for teleoperated control of a robot manipulator
    Cocaud, C
    Kofman, J
    Jnifene, A
    OPTOMECHATRONIC SENSORS, ACTUATORS, AND CONTROL, 2004, 5602 : 172 - 183
  • [49] A neural network approach to multiobjective and multilevel programming problems
    Shih, HS
    Wen, UP
    Lee, ES
    Hsiao, HC
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2004, 48 (1-2) : 95 - 108
  • [50] A hybrid neural network approach to bilevel programming problems
    Lan, Kuen-Ming
    Wen, Ue-Pyng
    Shih, Hsu-Shih
    Lee, E. Stanley
    APPLIED MATHEMATICS LETTERS, 2007, 20 (08) : 880 - 884
12345