Differential Evolution using a Localized Cauchy Mutation Operator

被引:0
|
作者
Thangraj, Radha [1 ]
Pant, Millie [1 ]
Abraham, Ajith [2 ]
Deep, Kusum
Snasel, Vaclav [3 ]
机构
[1] Indian Inst Technol Roorkee, Roorkee, Uttar Pradesh, India
[2] MIR Labs, Sci Network Innovat & Res Excellence, Auburn, AL USA
[3] VSB Tech Univ, Ostrava, Czech Republic
关键词
Differential Evolution; mutation; cauchy distribution; local search;
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
In the present work, we propose a new variant of basic DE algorithm called CMDE-G which uses Cauchy mutation (CM) operator. In this algorithm, at the end of every generation, CM is applied as a local search mechanism to explore the neighborhood of the best individual in the population. The performance of CMDE-G algorithm is analyzed on a set of 10 standard benchmark problems and four nontraditional composite functions. Simulation results show that the proposed algorithm helps in improving the solution quality besides maintaining a good convergence rate.
引用
收藏
页码:3710 / 3716
页数:7
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