An optimizing BP neural network algorithm based on genetic algorithm

doi:10.1007/s10462-011-9208-z

	An optimizing BP neural network algorithm based on genetic algorithm
	Ding, Shifei 1,2; Su, Chunyang 1; Yu, Junzhao 1
	2011-08-01
发表期刊	ARTIFICIAL INTELLIGENCE REVIEW
ISSN	0269-2821
卷号	36 期号:2 页码:153-162
摘要	A back-propagation (BP) neural network has good self-learning, self-adapting and generalization ability, but it may easily get stuck in a local minimum, and has a poor rate of convergence. Therefore, a method to optimize a BP algorithm based on a genetic algorithm (GA) is proposed to speed the training of BP, and to overcome BP's disadvantage of being easily stuck in a local minimum. The UCI data set is used here for experimental analysis and the experimental result shows that, compared with the BP algorithm and a method that only uses GA to learn the connection weights, our method that combines GA and BP to train the neural network works better; is less easily stuck in a local minimum; the trained network has a better generalization ability; and it has a good stabilization performance.
关键词	Genetic algorithm (GA) BP neural network Connection weight UCI data
DOI	10.1007/s10462-011-9208-z
收录类别	SCI
语种	英语
资助项目	(Natural Science Foundation) of Jiangsu Province of China[BK2009093] ; National Nature Science Foundation of China[60975039]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000292555100005
出版者	SPRINGER
引用统计	被引频次：510[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/12842
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Ding, Shifei
作者单位	1.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221008, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Ding, Shifei,Su, Chunyang,Yu, Junzhao. An optimizing BP neural network algorithm based on genetic algorithm[J]. ARTIFICIAL INTELLIGENCE REVIEW,2011,36(2):153-162.
APA	Ding, Shifei,Su, Chunyang,&Yu, Junzhao.(2011).An optimizing BP neural network algorithm based on genetic algorithm.ARTIFICIAL INTELLIGENCE REVIEW,36(2),153-162.
MLA	Ding, Shifei,et al."An optimizing BP neural network algorithm based on genetic algorithm".ARTIFICIAL INTELLIGENCE REVIEW 36.2(2011):153-162.