The property analysis of evolutionary algorithms applied to spanning tree problems

被引:0
|
作者
Sang-Moon Soak
Moongu Jeon
机构
[1] KIPO,Information Examination Team
[2] Gwangju Institute of Science and Technology,Department of Information and Communications
来源
Applied Intelligence | 2010年 / 32卷
关键词
Evolutionary algorithms; Genetic encoding method; Property analysis; Constrained spanning tree problems;
D O I
暂无
中图分类号
学科分类号
摘要
The search behavior of an evolutionary algorithm depends on the interactions between the encoding that represents candidate solutions to the target problem and the operators that act on that encoding. In this paper, we focus on analyzing some properties such as locality, heritability, population diversity and searching behavior of various decoder-based evolutionary algorithm (EA) frameworks using different encodings, decoders and genetic operators for spanning tree based optimization problems. Although debate still continues on how and why EAs work well, many researchers have observed that EAs perform well when its encoding and operators exhibit good locality, heritability and diversity properties.
引用
收藏
页码:96 / 121
页数:25
相关论文
共 50 条
  • [41] Approximation shortest paths algorithms for some k-source spanning tree problems
    Chen, YH
    Wu, BY
    Tang, CY
    NETWORKS, 2006, 47 (03) : 147 - 156
  • [42] A review of cooperative rules and their associated algorithms for minimum-cost spanning tree problems
    Bergantinos, Gustavo
    Vidal-Puga, Juan
    SERIES-JOURNAL OF THE SPANISH ECONOMIC ASSOCIATION, 2021, 12 (01): : 73 - 100
  • [43] Distribution Network Reconfiguration Applied to Multiple Faulty Branches Based on Spanning Tree and Genetic Algorithms
    Guaman, Alex
    Valenzuela, Alex
    ENERGIES, 2021, 14 (20)
  • [44] On Increasing Computational Efficiency of Evolutionary Algorithms Applied to Large Optimization Problems
    Glowacki, Maciej
    Orkisz, Janusz
    2015 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2015, : 2639 - 2646
  • [45] Quantum-Inspired Evolutionary Algorithms Applied to Numerical Optimization Problems
    Abs da Cruz, Andre Vargas
    Vellasco, Marley M. B. R.
    Pacheco, Marco Aurelio C.
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [46] On the approximability of robust spanning tree problems
    Kasperski, Adam
    Zielinski, Pawel
    THEORETICAL COMPUTER SCIENCE, 2011, 412 (4-5) : 365 - 374
  • [47] A comparative study of tree encodings on spanning tree problems
    Gen, M
    Zhou, G
    Takayama, M
    1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, : 33 - 38
  • [48] THE COMPLEXITY OF RESTRICTED SPANNING TREE PROBLEMS
    PAPADIMITRIOU, CH
    YANNAKAKIS, M
    JOURNAL OF THE ACM, 1982, 29 (02) : 285 - 309
  • [49] How Informative are Minimum Spanning Tree Algorithms?
    Gronskiy, Alexey
    Buhmann, Joachim M.
    2014 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2014, : 2277 - 2281
  • [50] INDIRECT COVERING TREE PROBLEMS ON SPANNING TREE NETWORKS
    HUTSON, VA
    REVELLE, C
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1993, 65 (01) : 20 - 32