Self-adaptive differential evolution

被引:0
|
作者
Omran, MGH [1 ]
Salman, A
Engelbrecht, AP
机构
[1] Arab Open Univ, Fac Comp & IT, Kuwait, Kuwait
[2] Kuwait Univ, Dept Comp Engn, Kuwait, Kuwait
[3] Univ Pretoria, Dept Comp Sci, ZA-0002 Pretoria, South Africa
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Differential Evolution (DE) is generally considered as a reliable, accurate, robust and fast optimization technique. DE has been successfully applied to solve a wide range of numerical optimization problems. However, the user is required to set the values of the control parameters of DE for each problem. Such parameter tuning is a time consuming task. In this paper, a self-adaptive DE (SDE) is proposed where parameter tuning is not required. The performance of SDE is investigated and compared with other versions of DE. The experiments conducted show that SDE outperformed the other DE versions in all the benchmark functions.
引用
收藏
页码:192 / 199
页数:8
相关论文
共 50 条
  • [21] Self-Adaptive Competitive Differential Evolution for Dynamic Environments
    du Plessis, Mathys C.
    Engelbrecht, Andries P.
    2011 IEEE SYMPOSIUM ON DIFFERENTIAL EVOLUTION (SDE), 2011, : 41 - 48
  • [22] Self-adaptive, multipopulation differential evolution in dynamic environments
    Novoa-Hernandez, Pavel
    Cruz Corona, Carlos
    Pelta, David A.
    SOFT COMPUTING, 2013, 17 (10) : 1861 - 1881
  • [23] Self-adaptive, multipopulation differential evolution in dynamic environments
    Pavel Novoa-Hernández
    Carlos Cruz Corona
    David A. Pelta
    Soft Computing, 2013, 17 : 1861 - 1881
  • [24] A Self-Adaptive Strategy for Controlling Parameters in Differential Evolution
    Soliman, Omar S.
    Bui, Lam T.
    2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 2837 - 2842
  • [25] Exploring dynamic self-adaptive populations in differential evolution
    Teo, J
    SOFT COMPUTING, 2006, 10 (08) : 673 - 686
  • [26] A Self-adaptive Differential Evolution with application on the ALSTOM gasifier
    Nobakhti, Amin
    Wang, Hong
    2006 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2006, 1-12 : 4489 - 4494
  • [27] Self-adaptive differential evolution with global neighborhood search
    Guo, Zhaolu
    Liu, Gang
    Li, Dahai
    Wang, Shenwen
    SOFT COMPUTING, 2017, 21 (13) : 3759 - 3768
  • [28] Exploring dynamic self-adaptive populations in differential evolution
    Jason Teo
    Soft Computing, 2006, 10 : 673 - 686
  • [29] A Self-adaptive Differential Evolution with Dynamic Selecting Mutation Strategy
    Shen, Xin
    Zou, Dexuan
    Zhang, Xin
    2017 INTERNATIONAL CONFERENCE ON VISION, IMAGE AND SIGNAL PROCESSING (ICVISP), 2017, : 5 - 10
  • [30] Differential Evolution Algorithm with Self-Adaptive Population Resizing Mechanism
    Wang, Xu
    Zhao, Shuguang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013