郑州大学学报(工学版)2018,Vol.39Issue(3):15-21,7.DOI:10.13705/j.issn.1671-6833.2017.06.016
进化算法在大规模优化问题中的应用综述
A Survey of Evolutionary Algorithms for Large Scale Optimization Problem
摘要
Abstract
Based on the characteristics of large-scale problems,large-scale optimization algorithms were grossly analyzed.This paper introduced some methods for large-scale problems.The methods included the initialization method,decomposition strategy,updating strategy and so on.This paper mainly focued on the search strategy,update strategy,mutation strategy and cooperative coevolution.Meanwhile,the characteristics of large-scale optimization algorithm testing function set and evaluation method were listed.Finally,the future research directions were given.关键词
大规模优化问题/进化算法/协同进化/种群初始化/基准测试函数Key words
large scale optimization problem/evolutionary algorithm/cooperative coevolution/population initialization/benchmark function分类
信息技术与安全科学引用本文复制引用
梁静,刘睿,瞿博阳,岳彩通..进化算法在大规模优化问题中的应用综述[J].郑州大学学报(工学版),2018,39(3):15-21,7.基金项目
国家自然科学基金资助项目(61673404,61473266) (61673404,61473266)