A Cooperative Framework for Fireworks Algorithm

doi:10.1109/TCBB.2015.2497227

CORC > 北京大学 > 信息科学技术学院

	A Cooperative Framework for Fireworks Algorithm
	Zheng, Shaoqiu ; Li, Junzhi ; Janecek, Andreas ; Tan, Ying
刊名	IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS
	2017
关键词	Swarm intelligence fireworks algorithm explosion amplitude cooperative strategy OPTIMIZATION ALGORITHM SWARM
DOI	10.1109/TCBB.2015.2497227
英文摘要	This paper presents a cooperative framework for fireworks algorithm (CoFFWA). A detailed analysis of existing fireworks algorithm (FWA) and its recently developed variants has revealed that (i) the current selection strategy has the drawback that the contribution of the firework with the best fitness (denoted as core firework) overwhelms the contributions of all other fireworks (non-core fireworks) in the explosion operator, (ii) the Gaussian mutation operator is not as effective as it is designed to be. To overcome these limitations, the CoFFWA is proposed, which significantly improves the exploitation capability by using an independent selection method and also increases the exploration capability by incorporating a crowdness-avoiding cooperative strategy among the fireworks. Experimental results on the CEC2013 benchmark functions indicate that CoFFWA outperforms the state-of-the-art FWA variants, artificial bee colony, differential evolution, and the standard particle swarm optimization SPSO2007/SPSO2011 in terms of convergence performance.; Natural Science Foundation of China (NSFC) [61375119, 61170057]; National Key Basic Research Development Plan (973 Plan) Project of China [2015CB352302]; SCI(E); EI; ARTICLE; 1; 27-41; 14
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/457076]
专题	信息科学技术学院
推荐引用方式 GB/T 7714	Zheng, Shaoqiu,Li, Junzhi,Janecek, Andreas,et al. A Cooperative Framework for Fireworks Algorithm[J]. IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS,2017.
APA	Zheng, Shaoqiu,Li, Junzhi,Janecek, Andreas,&Tan, Ying.(2017).A Cooperative Framework for Fireworks Algorithm.IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS.
MLA	Zheng, Shaoqiu,et al."A Cooperative Framework for Fireworks Algorithm".IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS (2017).