The discrete wavelet neural network and its application in oscillographic chronopotentiometric determination

CORC > 化学研究所 > 中国科学院化学研究所

	The discrete wavelet neural network and its application in oscillographic chronopotentiometric determination
	Zhong, HB ; Zhang, J ; Gao, M ; Zheng, JB ; Li, GB ; Chen, L
刊名	CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
	2001-11-28
卷号	59 期号:1-2 页码:67-74
关键词	Chemometrics Neural Network Discrete Wavelet Neural Network Oscillographic Analysis
ISSN号	0169-7439
英文摘要	The structure and algorithm of the discrete wavelet neural network (DWNN) are described. The network is constructed by the error back propagation neural network using Morlet mother wavelet basic function as node activation function. The effect of wavelet base number, learning rate factor and momentum factor on prediction are discussed. The experimental results of the quantitative computation for the concentration of mono-component and multi-component in oscillographic chronopotentiometric determination (OCPD) show that number of epochs is less than 1000, the recovery is between 94.37% and 104.3%. Compared with standard back propagation neural network, DWNN has higher convergence rate and prediction accuracy. (C) 2001 Elsevier Science B.V. All rights reserved.
语种	英语
出版者	ELSEVIER SCIENCE BV
WOS记录号	WOS:000172575200006
内容类型	期刊论文
源URL	[http://ir.iccas.ac.cn/handle/121111/77111]
专题	中国科学院化学研究所
通讯作者	Zheng, JB
作者单位	1.NW Univ Xian, Inst Electroanalyt Chem, Xian 710069, Peoples R China 2.Chinese Acad Sci, Inst Chem & Phys, Lanzhou 730000, Peoples R China 3.Light Ind Coll Shandong, Dept Chem Engn, Jinan 250100, Peoples R China
推荐引用方式 GB/T 7714	Zhong, HB,Zhang, J,Gao, M,et al. The discrete wavelet neural network and its application in oscillographic chronopotentiometric determination[J]. CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS,2001,59(1-2):67-74.
APA	Zhong, HB,Zhang, J,Gao, M,Zheng, JB,Li, GB,&Chen, L.(2001).The discrete wavelet neural network and its application in oscillographic chronopotentiometric determination.CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS,59(1-2),67-74.
MLA	Zhong, HB,et al."The discrete wavelet neural network and its application in oscillographic chronopotentiometric determination".CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS 59.1-2(2001):67-74.