Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution

doi:10.1109/JAS.2023.123018

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution
	Shubham Gupta; Shitu Singh; Rong Su; Shangce Gao; Jagdish Chand Bansal
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2023
卷号	10 期号:1 页码:135-158
摘要	The differential evolution (DE) algorithm relies mainly on mutation strategy and control parameters’ selection. To take full advantage of top elite individuals in terms of fitness and success rates, a new mutation operator is proposed. The control parameters such as scale factor and crossover rate are tuned based on their success rates recorded over past evolutionary stages. The proposed DE variant, MIDE, performs the evolution in a piecewise manner, i.e., after every predefined evolutionary stages, MIDE adjusts its settings to enrich its diversity skills. The performance of the MIDE is validated on two different sets of benchmarks: CEC 2014 and CEC 2017 (special sessions & competitions on real-parameter single objective optimization) using different performance measures. In the end, MIDE is also applied to solve constrained engineering problems. The efficiency and effectiveness of the MIDE are further confirmed by a set of experiments.
关键词	Control parameters differential Evolution metaheuristic algorithms mutation operator
DOI	10.1109/JAS.2023.123018
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/50732
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Shubham Gupta,Shitu Singh,Rong Su,et al. Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(1):135-158.
APA	Shubham Gupta,Shitu Singh,Rong Su,Shangce Gao,&Jagdish Chand Bansal.(2023).Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution.IEEE/CAA Journal of Automatica Sinica,10(1),135-158.
MLA	Shubham Gupta,et al."Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution".IEEE/CAA Journal of Automatica Sinica 10.1(2023):135-158.

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