A Self Adaptive Differential Evolution Algorithm for Global Optimization

被引:0
作者
kumar, Pravesh [1 ]
Pant, Millie [1 ]
机构
[1] Indian Inst Technol Roorkee, Roorkee, Uttar Pradesh, India
来源
SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING | 2010年 / 6466卷
关键词
Differential evolution; Control parameters; Trigonometric mutation; Global optimization;
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
This paper presents a new Differential Evolution algorithm based on hybridization of adaptive control parameters and trigonometric mutation. First we propose a self adaptive DE named ADE where choice of control parameter F and Cr is not fixed at some constant value but is taken iteratively. The proposed algorithm is further modified by applying trigonometric mutation in it and the corresponding algorithm is named as ATDE. The performance of ATDE is evaluated on the set of 8 benchmark functions and the results are compared with the classical DE algorithm in terms of average fitness function value, number of function evaluations, convergence time and success rate. The numerical result shows the competence of the proposed algorithm.
引用
收藏
页码:103 / 110
页数:8
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