A novel neural network training algorithm based on particle swarm optimizer and optimal foraging theory

CORC > 沈阳自动化研究所 > 中国科学院沈阳自动化研究所 > 工业信息学研究室 > 先进制造技术研究室

	A novel neural network training algorithm based on particle swarm optimizer and optimal foraging theory
	Niu B(牛奔); Zhu YL(朱云龙); Hu KY(胡琨元); He XX(何小贤)
刊名	DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS
	2007
卷号	14 期号:S 页码:370-375
关键词	particle swarm optimization optimal foraging theory neural network
ISSN号	1492-8760
通讯作者	牛奔
产权排序	1
中文摘要	A novel neural network training algorithm based on particle swarm optimization (PSO) and optimal foraging theory (OFT) is presented in this paper. The proposed algorithm, called PSOOFT, makes use of two mechanisms of OFT: a reproduction strategy to enhance the ability to converge rapidly to good solutions and a patch-choice based scheme to keep a right balance of exploration, and exploitation, The PSOOFT is applied for training a multi-layer feed-forward neural network for three benchmark classification problems. The performance of PSOOFT used for neural network training is compared to that of Back Propagation (BP), genetic algorithm (GA) and standard PSO (SPSO), demonstrating its effectiveness and efficiency.
收录类别	CPCI（ISTP）
语种	英语
WOS记录号	WOS:000252392000061
公开日期	2012-05-29
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/6871]
专题	沈阳自动化研究所_工业信息学研究室_先进制造技术研究室
推荐引用方式 GB/T 7714	Niu B,Zhu YL,Hu KY,et al. A novel neural network training algorithm based on particle swarm optimizer and optimal foraging theory[J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS,2007,14(S):370-375.
APA	Niu B,Zhu YL,Hu KY,&He XX.(2007).A novel neural network training algorithm based on particle swarm optimizer and optimal foraging theory.DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS,14(S),370-375.
MLA	Niu B,et al."A novel neural network training algorithm based on particle swarm optimizer and optimal foraging theory".DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS 14.S(2007):370-375.