Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Chinese Journal of Analytical Chemistry》 2008-06
Add to Favorite Get Latest Update

A Method of Near Infrared Multi-component Analysis Based on Independent Component Analysis and Neural Networks Model

FANG Li-Min,LIN Min(College of Metrology Technology and Engineering,China Jiliang University,Hangzhou 310018)  
A new method of model construction based on wavelet transform(WT),back-propagation artificial neural networks(BP-ANN)regression and independent component analysis(ICA)was proposed.In its application to near infrared spectrum,the data of NIR spectrum were firstly compressed by wavelet transform,their independent components and the mixing matrix were then extracted by the independent component analysis,and finally,the model of the maxing matrix and concentration matrix was built by the artificial neural networks regression.The influence of the numbers of independent components and the neurons in the hidden layer on the properties of model was further analysed.Compared to the model made by direct use of spectrum matrix as input of the neural network,ICA-NNR(neural network regression)model has advantages in both the correlation coefficient and root mean square error indicators.This new chemometric method has been applied to the simultaneous determination of three components(moisture,protein,starch)of corn samples.The correlation coefficients(r)between the chemically tested values and the near-infrared method predicted values of starch,protein and moisture are 0.971,0.976 and 0.975 respectively.
【Fund】: 浙江省科技厅重点项目(No.2006C21044)资助
【CateGory Index】: O657.33
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 3 Hits
1 ZHANG Ming-jin1,2,DU Yi-ping1(1.Research Centre for Analysis and Measurement,East China University of Science and Technology,Shanghai 200237,China;2.Department of Chemistry,Qinghai Normal University,Xining 810008,China);Determination of Component Concentration in Ternary Mixture by Near Infrared Spectroscopy with Partial Least Square Regression[J];Journal of Chongqing University of Technology(Natural Science);2010-01
2 Zhai Hu,Chen Xiaoquan and Shao Huiying (Department of Chemistry and Chemical Engineering,TaiShan Medical University,Taian,271016,Shandong,China);Spectrophotometric simultaneous determination of chromium and manganese in steel by LM-BP neural network methods[J];Computers and Applied Chemistry;2009-05
3 Ming-jin Zhang 1,2,Yi-ping Du 1,(1.Key Laboratory for Advanced Materials and Research Centre of Analysis Test,East China University of Science and Technology,Shanghai 200237;2.Department of Chemistry,Qinghai Normal University,Xining,810008);Determination of Chlorobenzene Concentration in Ternary Mixture by Near Infrared Spectroscopy[J];Life Science Instruments;2009-09
Chinese Journal Full-text Database 10 Hits
1 LIANG Gao-feng et al(Henan Provincial Key Laboratory of Ion Beam Bioengineering,Zhengzhou University,Zhengzhou,Henan 450052);Application of Near Infrared Spectroscopy Technique in Agricultural Research[J];Journal of Anhui Agricultural Sciences;2007-29
2 CHEN Bin et al(College of Food and Biological Engineering,Jiangsu University,Zhenjiang,Jiangsu 212013);Application of Correlation Analysis of Multi-component Technology in the Near-infrared Detection[J];Journal of Anhui Agricultural Sciences;2008-17
3 ZHANG Ling-shuai et al (Provincial Key Laboratory of Ion Beam Bio-engineering,Zhengzhou University,Zhengzhou,Henan 450052);Research Progress on Factors Affecting the Determination of Tobacco Constituent with Near Infrared Reflectance Spectroscopy[J];Journal of Anhui Agricultural Sciences;2008-21
4 RAO Li-qin,HUANG Ling-xia,JIN Pei-hua(College of Animal Sciences,Zhejiang University,Hangzhou 310029,China);Progress on Application of Near Infrared Spectroscopy Technology in Sericulture and Other Fields of Animal Sciences[J];Bulletin of Sericulture;2008-02
5 HUANG Ling-Xia~(1) HUANG Min~(2) JIN Pei-Hua~(1) LOU Cheng-Fu~(1*) HE Yong~(2) ZHOU Hua-Chu~(3)(~(1)College of Animal Sciences,Zhejiang University,Hangzhou 310029,China;~(2)College of Biosystems Engineering and Food Science,Zhejiang University,Hangzhou 310029,China;~(3)Shenzhou Agricultural Bureau,Shenzhou Zhejiang 312400,China);Fast and Nondestructive Identification of Bombyx mori Varieties Based on Spectroscopy Technology and Pattern Recognition[J];Science of Sericulture;2006-03
6 XIU Liancun1,2), ZHENG Zhizhong2), YU Zhengkui2), HUANG Junjie2), YIN Liang2), WANG Mijian2), ZHANG Qiuning2), HUANG Bin2), CHEN Chunxia2), XIU Tiejun3), LU Shuai3) 1) China University of Geosciences (Beijing), Beijing, 100083; 2) anjing Institute of Geology and Mineral Resources, Nanjing, 210016; 3) Nanjing Zhongdi Apparatus Co., Ltd, Nanjing, 210016;Mineral Analysis Technology Application with Near Infrared Spectroscopy in Identifying Alteration Mineral[J];Acta Geologica Sinica;2007-11
7 Zhang Ding-fang(TobaccoTechnologyCenter ofLongyan,Longyan,Fujian 364021,China);Application of the NIR Spectroscopy to the Control of the Qualitative Stability of the Manufactured Cigarette[J];Fujian Analysis & Testing;2009-02
8 ZHANG Ping-quan,DU Xiu-min,ZHANG Yuan(Technology Center of Huaiyin Cigarette Factory,China Tobacco Jiangsu Industrial Corporation,Huaian 223002,China);Study on Determinating Polyphenols in Cigarette by Near Infrared Reflectance Spectroscopy[J];Analysis and Testing Technology and Instruments;2007-03
9 SONG Yi1,2,LIU Wei2,DING Zhong-tao1(1.School of Chemical Science and Technology,Yunnan University,Kunming 650091,China;2.Dept.of Tobacco Science,Yunnan Academy of Tobacco Science,Kunming 650106,China);Simultaneous Determination of Potassium and Sodium in Cigarette Paper by Near Infrared Spectroscopy[J];Analysis and Testing Technology and Instruments;2009-02
10 Wang Yibing1, Wang Hongyu2,Zhai Hongju1, Lu Fei1, Wu Weihong1,Wang Haishui*1, Xi Shiquan11(Laboratory of Rare Earth Chemistry and Physics, Changchun Institute of Applied Chemistry,Chinese Academy of Sciences, Changchun130022)2(Jilin University, Changchun130022);Influence of Near Infrared Spectral Resolution on the Quantitative Analysis[J];Chinese Journal of Analytical Chemistry;2006-05
China Proceedings of conference Full-text Database 7 Hits
1 Guo Yongsheng,Gu Feng;Research on Image Characteristic of CCD Near Infrared[A];[C];2009
2 Zhao Yong Liu Zhicun Wang Zhongyi Huang Lan College of Information and Electrical Engineering,China Agricultural University,Beijing 100083,China) Hou Ruifeng Xu Zhilong National Engineering Research Center for Information Technology in Agriculture,Beijing 100089,China;The Investigation on Fast Detection for Quality of Milk Powder by Using near Infrared Spectroscopy[A];[C];2006
3 Zhou Xueqiu (Bruker Optics Instrument Company,Beijing,100081,;The Discussion of the Method to Building Stable,Reliable and Applicable NIR Quantitative Model[A];[C];2007
4 ;Classification and identification of Chinese traditional medicines with NIR diffuse reflection[A];[C];2007
5 Chen Xingmiao~1 Tian Xiaobo~(1,2) Liu Yande~1 (1 College of Engineering,Jiangxi Agricultural University,Nanchang 330045,China; 2 College of Food Science and Engineering,Jiangxi Agricultural University,Nanchang 330045,China);Estimation of total acidity of gannan navel orange by visible/near-infrared spectroscopy[A];Chinese Society of Agricultural Engineering[C];2007
6 HUO Xiao-mei1 ZHAO Rong-jun1,YAO Chun-li2 REN Hai-qing1 1. Research Institute of Wood Industry,Chinese Academy of Forestry,Beijing 100091; 2. College of Material Science and Technology, Beijing Forestry University, Beijing 100083;Prediction of chemical compositions of Eucalyptus pellita by near infrared spectroscopy[A];[C];2009
7 HUANG An-min1,WANG Xiao-xu2 YANG Zhong1, YANG Yao1,2 (1. Research Institute of Wood Industry, Chinese Academy of Forestry, Beijing 100091 2. Beijng Forestry University,Beijing 100083);Study on the Wood Grading by Near Infrared Spectroscopy[A];[C];2009
Chinese Journal Full-text Database 10 Hits
1 Chu Xiaoli~ *1 , Tian Gaoyou~ 2 , Yuan Hongfu~ 1 , Lu Wanzhen~ 1 ~ 1 (Research Institute of Petroleum Processing, Beijing 100083) ~ 2 (Beijing POL Ititute, Beijing 102300);Quantitative Analysis of Near Infrared Spectroscopy by Combination of Wavelet Analysis and N-way Partial Least Square[J];Chinese Journal of Analytical Chemistry;2006-S1
2 Li Yan-Wei,Fang Hui-Wen,Liang Su-Xia,Wang Zhi-Zhong(College of Chemistry and Chemical Engineering,Taiyuan University of Technology,Taiyuan 030024);Simultaneous Determination of cis-and trans-Butendioic Acid by Partial Least Squares-Ultraviolet Spectrophotometry[J];Chinese Journal of Analytical Chemistry;2008-01
3 CHU Xiao-Li,XU Yu-Peng,LU Wan-Zhen(Research Institute of Petroleum Processing,Beijing 100083);Research and Application Progress of Chemometrics Methods in Near Infrared Spectroscopic Analysis[J];Chinese Journal of Analytical Chemistry;2008-05
4 CHENG Zhong,ZHU Ai-Shi(Department of Biological and Chemical Engineering,Zhejiang University of Science and Technology,Hangzhou 310012);Piecewise Orthogonal Signal Correction Approach and Its Application in the Analysis of Wheat Near-infrared Spectroscopic Data[J];Chinese Journal of Analytical Chemistry;2008-06
5 JIANG Hua~* and ZHANG Jiang(Department of Chemistry, Yantai Normal University, 264025);Simultaneous determination of chromium(Ⅵ) and manganese(Ⅶ) by differential reaction-rate kinetic analysis[J];Analytical Laboratory;2004-01
6 ZHENG Jing~(*1),ZENG Jia~2,LIN Kai-li~3,ZHOU Wei-liang~4 and PAN Jiao-mai~4(1.Department of Chemical Engineering,Shanghai University of Science Technology,Shanghai 200065;2.Shanghai Environmental Monitoring Center,Shanghai 200050;3.Shanghai Institute of Ceramics,Chinese Academy of Sciences,Shanghai 200050;(4.Department) of Chemistry,East China Normal University,Shanghai 200062);Simultaneous determination of palladium and gold in waste water by chemometric-spectrophotometry[J];Chinese Journal of Analysis Laboratory;2006-12
7 WANG Guan-ping (College of Engineering,Gansu Agricultural University,Lanzhou 730070,China);A new method for determing the content of three elements Mo,Ti and W in UF6 based on artificial neural network[J];Journal of Gansu Agricultural University;2008-03
8 GAO Ling,REN Shou-xin College of Chemistry and Chemical Engineering,Inner Mongolia University,Hohhot 010021,China;Studies on Simultaneous Quantitative Determination of Overlapping Spectra Using Chemometric Techniques[J];Spectroscopy and Spectral Analysis;2008-04
9 LU Jia-hui1,ZHANG Yi-bo1,ZHANG Zhuo-yong2,MENG Qing-fan1,GUO Wei-liang1,TENG Li-rong11.College of Life Science,Jilin University,Changchun 130012,China2.Department of Chemistry,MOE Key Lab for 3-D Information Acquisition and Applications,Capital Normal University,Beijing 100037,China;Application of Wavelet Transform-Radial Basis Function Neural Network in NIRS for Determination of Rifampicin and Isoniazide Tablets[J];Spectroscopy and Spectral Analysis;2008-06
10 Shen Mingjin (Department of Chemistry, North Sichuan Medical College, Nanchong 637000,China);Application of wavelet packets analysis-Elman neural network to simultaneous determination of iron,nickle and copper in wastewater[J];Industrial Water Treatment;2008-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved