Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application

doi:10.1007/s11633-018-1119-x

CASIA OpenIR > 学术期刊 > Machine Intelligence Research

	Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application
	Qin-Qin Fan 1,2; Yi-Lian Zhang 3; Xue-Feng Yan 2; Zhi-Huan Wang 1
发表期刊	International Journal of Automation and Computing
ISSN	1476-8186
	2018
卷号	15 期号:4 页码:462-473
摘要	The search efficiency of differential evolution (DE) algorithm is greatly impacted by its control parameters. Although many adaptation/self-adaptation techniques can automatically find suitable control parameters for the DE, most techniques are based on population information which may be misleading in solving complex optimization problems. Therefore, a self-adaptive DE (i.e., JADE) using two-phase parameter control scheme (TPC-JADE) is proposed to enhance the performance of DE in the current study. In the TPC-JADE, an adaptation technique is utilized to generate the control parameters in the early population evolution, and a well-known empirical guideline is used to update the control parameters in the later evolution stages. The TPC-JADE is compared with four state-of-the-art DE variants on two famous test suites (i.e., IEEE CEC2005 and IEEE CEC2015). Results indicate that the overall performance of the TPC-JADE is better than that of the other compared algorithms. In addition, the proposed algorithm is utilized to obtain optimal nutrient and inducer feeding for the Lee-Ramirez bioreactor. Experimental results show that the TPC-JADE can perform well on an actual dynamic optimization problem.
关键词	Differential evolution (DE) algorithm evolutionary computation dynamic optimization control parameter adaptation chemical processes.
DOI	10.1007/s11633-018-1119-x
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/42424
专题	学术期刊_Machine Intelligence Research
作者单位	1.Logistics Research Center, Shanghai Maritime University, Shanghai 201306, China 2.Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology, Shanghai 200237, China 3.Key Laboratory of Marine Technology and Control Engineering Ministry of Communications, Shanghai Maritime University, Shanghai 201306, China
推荐引用方式 GB/T 7714	Qin-Qin Fan,Yi-Lian Zhang,Xue-Feng Yan,et al. Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application[J]. International Journal of Automation and Computing,2018,15(4):462-473.
APA	Qin-Qin Fan,Yi-Lian Zhang,Xue-Feng Yan,&Zhi-Huan Wang.(2018).Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application.International Journal of Automation and Computing,15(4),462-473.
MLA	Qin-Qin Fan,et al."Enhancing the Performance of JADE Using Two-phase Parameter Control Scheme and Its Application".International Journal of Automation and Computing 15.4(2018):462-473.

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