计算机工程与应用2018,Vol.54Issue(11):15-20,40,7.DOI:10.3778/j.issn.1002-8331.1803-0014
多因子进化算法研究进展
Recent advances in multifactorial evolutionary algorithm
摘要
Abstract
Multifactorial optimization is a new category of optimization problems.Inspired by multifactorial inheritance model, multifactorial evolutionary algorithm can solve multiple cross-domain optimization problems simultaneously using a single population of evolving individuals.Regarded as belonging to the realm of memetic algorithm,it has become a hot issue emerging recently in intelligent computation. The biological basis and algorithm procedure of multifactorial evolutionary algorithm and the concept of memetic algorithm are firstly introduced in this paper.Major theoretical and application results are then reviewed critically from the perspective of working mechanism, algorithm improvement and typical application fields.Finally a number of future challenges and opportunities are proposed to help move the field forward.关键词
多因子进化算法/多因子优化/进化算法/选型交配/垂直文化传播/文化基因算法Key words
multifactorial evolutionary algorithm/multifactorial optimization/evolutionary computation/assortative mating/vertical cultural transmission/memetic algorithm分类
信息技术与安全科学引用本文复制引用
徐庆征,杨恒,王娜,伍国华,江巧永..多因子进化算法研究进展[J].计算机工程与应用,2018,54(11):15-20,40,7.基金项目
国家自然科学基金(No.61305083,No.61603404). (No.61305083,No.61603404)