Virus-evolutionary genetic algorithm for a self-organizing manufacturing system

被引:26
|
作者
Kubota, N
Fukuda, T
Shimojima, K
机构
[1] Dept. of Micro System Engineering, Nagoya University, Nagoya 464-01, Furo-cho I, Chikusa-ku
关键词
D O I
10.1016/0360-8352(96)00049-6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A virus-evolutionary genetic algorithm (VEGA) based on virus theory of evolution is proposed. The VEGA is composed of a host population of candidate solutions and a virus population of substrings of host individuals. Two new operators are introduced: (1) a reverse transcription operator which overwrites a virus' string on a host's string and, (2) a transduction operator generating a new virus from a host string. In this paper, the VEGA is applied to the traveling salesman problem. The VEGA is also applied to a pallet location problem of a press machining line in a self-organizing manufacturing system, in which a process effectively self-organizes according to other processes. Simulation results show the effectiveness of the proposed algorithm and that the virus population possesses effective schemata. Copyright (C) 1996 Elsevier Science Ltd
引用
收藏
页码:1015 / 1026
页数:12
相关论文
共 50 条
  • [1] Fuzzy manufacturing scheduling by virus-evolutionary genetic algorithm in self-organizing manufacturing system
    Kubota, N
    Arakawa, T
    Fukuda, T
    Shimojima, K
    PROCEEDINGS OF THE SIXTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I - III, 1997, : 1283 - 1288
  • [2] Evolutionary transition on virus-evolutionary genetic algorithm
    Kubota, N
    Fukuda, T
    Arakawa, T
    Shimojima, K
    PROCEEDINGS OF 1997 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '97), 1997, : 291 - 296
  • [3] The role of virus infection in virus-evolutionary genetic algorithm
    Kubota, N
    Shimojima, K
    Fukuda, T
    1996 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '96), PROCEEDINGS OF, 1996, : 182 - 187
  • [4] Ecological model of virus-evolutionary genetic algorithm
    Kubota, Naoyuki
    Fukuda, Toshio
    Fundamenta Informaticae, 37 (01): : 51 - 70
  • [5] A self-organizing genetic algorithm
    Minkin, YI
    Petrov, AI
    JOURNAL OF COMPUTER AND SYSTEMS SCIENCES INTERNATIONAL, 2001, 40 (03) : 416 - 424
  • [6] A self-organizing genetic algorithm
    Moscow Inst. of Aviation, Volokolamskoe sh. 4, Moscow, 125080, Russia
    Izvestiya Akademii Nauk. Teoriya i Sistemy Upravleniya, 2001, (03): : 66 - 74
  • [7] A Self-Organizing Multiobjective Evolutionary Algorithm
    Zhang, Hu
    Zhou, Aimin
    Song, Shenmin
    Zhang, Qingfu
    Gao, Xiao-Zhi
    Zhang, Jun
    IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2016, 20 (05) : 792 - 806
  • [8] RBF fuzzy controller with virus-evolutionary genetic algorithm
    Shimojima, K
    Kubota, N
    Fukuda, T
    ICNN - 1996 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS. 1-4, 1996, : 1040 - 1043
  • [9] Trajectory planning of cellular manipulator system using virus-evolutionary genetic algorithm
    Kubota, N
    Fukuda, T
    Shimojima, K
    ROBOTICS AND AUTONOMOUS SYSTEMS, 1996, 19 (01) : 85 - 94
  • [10] Schema representation in virus-evolutionary genetic algorithm for knapsack problem
    Kubota, N
    Fukuda, T
    1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, : 834 - 839