Knowledge-based self-adaptation in evolutionary programming using cultural algorithms

被引:35
|
作者
Reynolds, RG
Chung, CJ
机构
关键词
D O I
10.1109/ICEC.1997.592271
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We investigate knowledge-based self-adaptation in evolutionary programming (EP) using cultural algorithms for 22 function optimization problems. The results suggest that the use of a cultural framework for self-adaptation in EP can produce substantial performance improvements as expressed in terms of CPU time, The nature of these improvements and the type of knowledge that is most effective in producing them will depend on the structure of the problem.
引用
收藏
页码:71 / 76
页数:6
相关论文
共 50 条
  • [1] Knowledge-based self-adaptation in evolutionary search
    Chung, CJ
    Reynolds, RG
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2000, 14 (01) : 19 - 33
  • [2] Knowledge-based function optimization using fuzzy cultural algorithms with evolutionary programming
    Reynolds, RG
    Zhu, SN
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2001, 31 (01): : 1 - 18
  • [3] Self-adaptation in evolutionary algorithms
    Meyer-Nieberg, Silja
    Beyer, Hans-Georg
    [J]. PARAMETER SETTING IN EVOLUTIONARY ALGORITHMS, 2007, 54 : 47 - +
  • [4] Self-adaptation in Fast Evolutionary Programming
    Liu, Yong
    [J]. COMPUTATIONAL INTELLIGENCE AND INTELLIGENT SYSTEMS, 2009, 51 : 232 - 239
  • [5] Competitive Self-adaptation in Evolutionary Algorithms
    Tvrdik, Josef
    Krivy, Ivan
    [J]. NEW DIMENSIONS IN FUZZY LOGIC AND RELATED TECHNOLOGIES, VOL II, PROCEEDINGS, 2007, : 251 - +
  • [6] Extending self-adaptation in evolutionary algorithms
    Fogel, DB
    [J]. APPLICATIONS AND SCIENCE OF NEURAL NETWORKS, FUZZY SYSTEMS, AND EVOLUTIONARY COMPUTATION V, 2002, 4787 : 1 - 9
  • [7] Self-adaptation and distributed knowledge-based service ecosystem evolution
    Wang, Xianghui
    Feng, Zhiyong
    Huang, Keman
    Chen, Shizhan
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (24):
  • [8] Self-adaptation of mutation distribution in evolutionary algorithms
    Tinos, Renato
    Yang, Shengxiang
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 79 - +
  • [9] A COMPARISON OF METHODS FOR SELF-ADAPTATION IN EVOLUTIONARY ALGORITHMS
    SARAVANAN, N
    FOGEL, DB
    NELSON, KM
    [J]. BIOSYSTEMS, 1995, 36 (02) : 157 - 166
  • [10] Correlation between Mutations and Self-adaptation in Evolutionary Programming
    Liu, Yong
    [J]. ADVANCES IN COMPUTATION AND INTELLIGENCE, PROCEEDINGS, 2008, 5370 : 58 - 66