Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution

doi:10.1109/JAS.2023.123018

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	Multiple Elite Individual Guided Piecewise Search-Based Differential Evolution
	Shubham Gupta; Shitu Singh; Rong Su; Shangce Gao; Jagdish Chand Bansal
刊名	IEEE/CAA Journal of Automatica Sinica
	2023
卷号	10 期号:1 页码:135-158
关键词	Control parameters differential Evolution metaheuristic algorithms mutation operator
ISSN号	2329-9266
DOI	10.1109/JAS.2023.123018
英文摘要	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.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/50732]
专题	自动化研究所_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.