Elitist Guided Parameter Adaptive Brain Storm Optimization Algorithm

doi:10.1109/CSCWD49262.2021.9437860

	Elitist Guided Parameter Adaptive Brain Storm Optimization Algorithm
	Zhao, Fuqing; Hu, Xiaotong; Zhao, Jinlong; Liu, Huan
	2021
会议名称	24th IEEE International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD)
会议录名称	PROCEEDINGS OF THE 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD)
页码	679-683
会议日期	MAY 05-07, 2021
会议地点	Dalian, PEOPLES R CHINA
出版地	NEW YORK
出版者	IEEE
摘要	With the increasing complexity of continuous optimization problems, the requirement of solving algorithms is higher and higher. To improve the performance of brain storm optimization algorithm, an elitist guided parameter adaptive BSO (EGBSO) is proposed in this paper. The population is sorted in the objective space based on the fitness. The top M individuals are regarded as elitists to guide the ordinary individuals to cluster, which accelerates the convergence speed of the algorithm. The updating mechanism of elite guidance is introduced, which utilizes the cooperation between global optimal individual and elitists to guide the population to a better direction. An adaptive selection parameter is set to make the algorithm more inclined to global search in the early stage and local search in the later stage, balancing the exploration and exploitation capabilities. The proposed EGBSO algorithm and three comparison algorithms are tested on the CEC2017 benchmark test suit, and the experimental results show that the EGBSO has good performance in solving complex optimization problems.
关键词	brain storm optimization elitist guidance cooperation parameter adaptive
DOI	10.1109/CSCWD49262.2021.9437860
收录类别	CPCI-S
语种	英语
WOS记录号	WOS:000716858200116
引用统计	被引频次[WOS]：0 [WOS记录] [WOS相关记录]
文献类型	会议论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/150135
专题	国际合作处（港澳台办）
通讯作者	Zhao, Fuqing
作者单位	Lanzhou Univ Technol, Sch Comp & Commun Technol, Lanzhou, Peoples R China
第一作者单位	兰州理工大学
通讯作者单位	兰州理工大学
推荐引用方式 GB/T 7714	Zhao, Fuqing,Hu, Xiaotong,Zhao, Jinlong,et al. Elitist Guided Parameter Adaptive Brain Storm Optimization Algorithm[C]. NEW YORK:IEEE,2021:679-683.