Self-adaptive differential evolution algorithm in constrained real-parameter optimization

被引:174
作者
Brest, Janez [1 ]
Zumer, Viljem [1 ]
Maucec, Mirjam Sepesy [1 ]
机构
[1] Univ Maribor, Fac Elect Engn & Comp Sci, Smetanova Ul 17, SLO-2000 Maribor, Slovenia
来源
2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6 | 2006年
关键词
D O I
10.1109/CEC.2006.1688311
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
Differential Evolution (DE) has been shown to be a powerful evolutionary algorithm for global optimization in many real problems. Self-adaptation has been found to be high beneficial for adjusting control parameters during evolutionary process, especially when done without any user interaction. In this paper we investigate a self-adaptive differential evolution algorithm where more DE strategies are used and control parameters F and CR are self-adapted. The performance of the self-adaptive differential evolution algorithm is evaluated on the set of 24 benchmark functions provided for the CEC2006 special session on constrained real parameter optimization.
引用
收藏
页码:215 / +
页数:2
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