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《Spectroscopy and Spectral Analysis》 2006-05
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The PLS Calibration Model Optimization and Determination of Rice Protein Content by Near-Infrared Reflectance Spectroscopy

LI Jun-xia~ 1, 4 , MIN Shun-geng~2, ZHANG Hong-liang~1, YAN Yan-lu~3, LUO Chang-bing~3, LI Zi-chao~ 1* 1. Key Lab of Crop Genomics and Genetic Improvement, Ministry of Agriculture/Beijing Key Lab of Crop Genetic Improvement, China Agricultural University, Beijing 100094, China 2. The College of Science, China Agricultural University, Beijing 100094, China 3. The College of information, China Agricultural University, Beijing 100094, China 4. Crop Genetics Research Institute, Henan Academy of Agricultural Sciences, Zhengzhou 450002, China  
A hundred and ninety one representative brown rice samples from the Chinese Rice Genebank and the DH population derived from the cross of japonica upland rice IRAT109 with paddy rice Yuefu were selected for this study. Their protein content range was 5.90%-14.50%. Near-infrared diffusive spectroscopy (NIDRS) and partial least square (PLS) were used to determine protein content with different wavelength ranges and data preprocessing methods for regression and information extraction. The object function R/(1+RMSECV) of quantitative model was defined, and the samples of calibration and validation tests were classified by projective distribution of PLS loadings. These methods were applied to the optimization of the calibration model. It is demonstrated that the calibration model developed by the spectral data pretreatment of the first derivative + standard vector normalization with the same spectral region (5 000-9 000 cm~ -1 ) resulted in the best determination of protein content in brown rice when the maximum values of the object function were reached. The maximum values of the object functions of calibration and validation sets were 0.701 and 0.687, respectively. Projective distributions of PLS loadings were used to validate the models, and the result was the same as that of validating model by object function R/(1+RMSECV).
【Fund】: “973”计划(2004CB117201);; 国家攻关项目(2004BA525B02-05 2004BA210A03);; “863”计划(2002AA243011)项目资助
【CateGory Index】: O629.73;O657.33
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【References】
Chinese Journal Full-text Database 10 Hits
1 WANG Fu-min,HUANG Jing-feng,XU Jun-feng,WANG Xiu-zhenInstitute of Agriculture Remote Sensing & Information System Application,Zhejiang University,Hangzhou 310029,China;Wavebands Selection for Rice Information Extraction Based on Spectral Bands Inter-Correlation[J];Spectroscopy and Spectral Analysis;2008-05
2 YANG Zeng-ling1,2,HAN Lu-jia1,2,LI Qiong-fei2,3,LIU Xian1,21.College of Engineering,China Agricultural University,Beijing 100083,China2.Key Laboratory of Modern Precision Agriculture System Integration,Ministry of Education,Beijing 100083,China3.Shanghai Finance University,Shanghai 201209,China;NIRS Method for Determination of Meat and Bone Meal Content in Ruminant Concentrates[J];Spectroscopy and Spectral Analysis;2008-06
3 JIANG Huan-yu, XIE Li-juan, PENG Yong-shi, YING Yi-bin College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310029, China;Study on the Influence of Temperature on Near Infrared Spectra[J];Spectroscopy and Spectral Analysis;2008-07
4 XIE Li-juan,LIU Dong-hong,ZHANG Yu-huan,XU Hui-rong,YE Xing-qian,YING Yi-binCollege of Biosystems Engineering and Food Science,Zhejiang University,Hangzhou 310029,China;Quantitative Determination of Soluble Solid Content in Bayberry Juice Using Near-Infrared Spectroscopy Technique[J];Spectroscopy and Spectral Analysis;2007-07
5 LIU Bo-ping1,2,QIN Hua-jun3,LUO Xiang2,4,CAO Shu-wen3,WANG Jun-de11.College of Chemical Engineering,Nanjing University of Science and Technology,Nanjing 210094,China2.Analytical and Testing Center of Jiangxi Province,Nanchang 330029,China3.Key Laboratory of Food Science of MOE,Nanchang University,Nanchang 330047,China4.Department of Chemistry,Nanchang University,Nanchang 330047,China;Determination of Four Contents of Feedstuff Powder Using Near Infrared Spectroscopy by PLS-BP Model[J];Spectroscopy and Spectral Analysis;2007-10
6 Lin Xin Niu Zhiyou Ma Aili Liu Hui (Huazhong Agricultural University, Wuhan 430070, China);Optimization on Quantitative Analysis Models of Free Amino Acids Content in Green Tea by Near Infrared Spectroscopy[J];Transactions of the Chinese Society for Agricultural Machinery;2008-10
7 LIN Xin NIU Zhi-you LIU Mei-ying MA Ai-li(College of Engineering and Technology,Huazhong Agricultural University,Wuhan 430070,China);Rapid Determination of Four Kinds of Main Composition in Green Tea by Near Infrared Spectroscopy(NIRS)[J];Journal of Huazhong Agricultural University;2009-04
8 Zhan Xiaori Shi Xinyuan Qiao Yanjiang (Research Center of TCM-information Engineering,Beijing University of Chinese Medicine,Beijing 100102) Zhou Haiyan (Pharmaceutical Factory,Beijing University of Chinese Medicine,Beijing 100029);NIRS Based Quality Evaluation for Rukuaixiao Tablet Alcohol Extracts[J];World Science and Technology-Modernization of Traditional Chinese Medicine and Materia Medica;2008-05
9 LIN Xin,NIU Zhi-you (College of Engineering and Technology,Huazhong Agricultural University,Wuhan 430070,China);Optimization of Models for Quantitative Analysis of Tea Polyphenols in Green Tea by Near Infrared Spectrophotometry[J];Food Science;2009-10
10 Lin Xin Niu Zhiyou Ma Aili(College of Engineering & Technology,Huazhong Agricultural University,Wuhan 430070,China);Comparative Study on Application of Measuring Moisture Content of Tea Using Two Different Types of Near-infrared Spectrometers[J];Modern Scientific Instruments;2008-03
【Citations】
Chinese Journal Full-text Database 7 Hits
1 Yanlu YAN,Longlian ZHAO,Junhui LI,Luda ZHANG and Shungeng MIN Department of Applied Physics,China Argricultural University,100094 Beijing;Information Technology of Modern NIR Spectral Analysis[J];Spectroscopy and Spectral Analysis;2000-06
2 Wang Hong 1, Li Qingbo 2, Liu Zeyi 1, Xu Kexin *2 (Department of Mathematics of the Science 1, National Key Laboratory of Precision Measuring & Testing Techniques and Instruments 2, Tianjin University, Tianjin 300072);Application of Genetic Algorithms in Fundamental Study of Non-invasive Measurement of Human Blood Glucose Concentration with Near Infrared Spectroscopy[J];Chinese Journal of Analytieal Chemistry;2002-07
3 LI Ning, MIN Shun-geng, QIN Fang-li, ZHANG Ming-xiang, YE Sheng-feng Department of Applied Chemistry, China Agricultural University, Beijing 100094, China;Nondestructive Analysis of Protein and Fat in Whole-kernel Soybean by NIR[J];Spectroscopy and Spectral Analysis;2004-01
4 Guangtong XU,Hongfu YUAN and Wanzhen LU Research Institute of Petroleum Processing,100083 Beijing;Study of Quantitative Calibration Model Suitability in Near infrared Spectroscopy Analysis[J];Spectroscopy and Spectral Analysis;2001-04
5 MIN Shun-geng, LI Ning, ZHANG Ming-xiangCollege of Science, China Agricultural University, Beijing 100094, China;Outlier Diagnosis and Calibration Model Optimization for Near Infrared Spectroscopy Analysis[J];Spectroscopy and Spectral Analysis;2004-10
6 Hou Jialin Wang Yiming Dong Qiaoxue Zhang Jun (China Agricultural University);Research and Development of Virtual Plant Technique[J];Transactions of The Chinese Society of Agricultural Machinery;2004-03
7 Li Junhui Zhao Longlian Zhang Luda Yan Yanlu (The Basic Science and Technology College of China Agriculture University Beijing 100094);The research and development of near infrared analysis software and network system in agiculture[J];Modern Instruments;2000-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HAN Liping,XU Hairong,NI Jun(Department of Tea Science,Zhejiang University,Hangzhou 310029);Near-infared spectroscopy technique and its applications in tea research[J];Chaye Journal of Tea;2007-01
2 ZHAO Dong LI Yang-Hua (Technical Center of Wuliangye Group Co.,Yibin,Sichuan 644007,P.R.China) ZHOU Xue-Qiu ZHU Yu-Jie LIU Xu (Bruker Optics Instrument Co.,Beijing 100081,P.R.China);Studys on FT-NIR in the Fermented Grains Analysis[J];Chinese Journal of Spectroscopy Laboratory;2003-04
3 JI Hai-yan, WEN Ming, HAO BinCollege of Information and Electrical Engineering, China Agricultural University, Beijing 100094, China;Building Artificial Neural Networks Model on Portable NIR Integrity Wheat Component Measuring Apparatus[J];Spectroscopy and Spectral Analysis;2006-01
4 NI Li-jun, ZHU Jing, ZHANG Li-guoEast China University of Science and Technology, Shanghai 200237, China;Near Infrared Spectrometry (NIRS) Method for the Determination of Borneol in Sustained-Release Drugs[J];Spectroscopy and Spectral Analysis;2006-01
5 WU Jian-guo,SHI Chun-hai~,ZHANG Hai-zhenAgronomy Department,College of Agriculture and Biotechnology,Zhejiang University,Hangzhou 310029,China;Study on Developing Calibration Models of Fat Acid Composition in Intact Rapeseed by Near Infrared Reflectance Spectroscopy[J];Spectroscopy and Spectral Analysis;2006-02
6 BAI Qi-lin~(1,4),CHEN Shao-jiang~(1*),DONG Xiao-ling~2,MENG Qingxiang~2,YAN Yan-lu~3,DAI Jing-rui~11.National Maize Improvement Center of China,China Agricultural University,Beijing 100094,China2.College of Animal Science and Technology,China Agricultural University,Beijing 100094,China3.College of Information and Electrical Engineering,China Agricultural University,Beijing 100094,China4.Grop Genetics Research Institute,Shanxi Academy of Agricultural Science,Taiyuan 030031,China;Prediction of IVDMD with Near Infrared Reflectance Spectroscopy(NIRS) in Maize Stalk[J];Spectroscopy and Spectral Analysis;2006-02
7 SUN Jian-ying1, LI Min-zan 1* , ZHENG Li-hua1, HU Yong-guang 1, 2 , ZHANG Xi-jie1 1. Key Laboratory of MOE on Modern Precision Agriculture System Integration Research, China Agricultural University, Beijing 100083, China 2. School of Mechanical Engineering, Jiangsu University, Zhenjiang 212013, China;Real-Time Analysis of Soil Moisture, Soil Organic Matter, and Soil Total Nitrogen with NIR Spectra[J];Spectroscopy and Spectral Analysis;2006-03
8 LIU Yan 1, 2 , DENG Jun 1, 2 , WANG Li-hua1 1. State Key Laboratory of Geo-Processes and Mineral Resources, China University of Geosciences, Beijing 100083, China 2. Key Laboratory of Lithospheric Tectonics, Ministry of Education, China University of Geosciences, Beijing 100083, China;The Application of Several Types of Large-Scale Exactitude Equipments in the Identification of Jadeite[J];Spectroscopy and Spectral Analysis;2006-03
9 ZHAO Huan-huan~1, YAN Yan-lu~2 1. College of Agronomy and Biotechnology, China Agricultural University, Beijing 100094, China 2. College of Information and Electrical Engineering, China Agricultural University, Beijing 100094, China;The Effects of Noise on NIR Analysis and Related Mathematic Pretreatments and Models[J];Spectroscopy and Spectral Analysis;2006-05
10 CHENG Zhong~(1,2),CHEN De-zhao~(1)1.Department of Chemical and Biochemical Engineering,Zhejiang University,Hangzhou 310027,China2.Department of Biological and Chemical Engineering,Zhejiang University of Science and Technology,Hangzhou 310012,China;Rapid and Robust Partial Least Squares Regression and Its Application to NIR Spectroscopy Analysis[J];Spectroscopy and Spectral Analysis;2006-06
China Proceedings of conference Full-text Database 10 Hits
1 ;Modeling of Plants in Virtual Lab[A];[C];2005
2 Niu Zhiyou Han Lujia Su Xiaoou Yang Zhenhai (Huazhong Agricultural University China Agricultural University National Feed Quality Supervision and Test Center Livestock Husbandry Department, Ministry of Agric ulture);Analysis of Meat and Bone Meal Content in Fish Meal by Near Infrared Reflectance Spectroscopy[A];[C];2006
3 Zhang Yong, Cong Qian ( School of Biological & Agriculture Engineering , Jilin University, Changchun 130025, Jilin Teachers' Institute of Engineering and Technology,Changchun 130052);Near Infrared Spectroscopic Technique and Applications in Agriculture[A];[C];2006
4 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
5 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
6 Shu Ruxin Wang Guodong Zhang Jianping Ni Lijun Technical Center of Shanghai Tobacco(Group)Corp,200082 Chemistry and pharmaceutical college,East China University of Science &Technology,Shanghai 200237;Pattern Recognition for Chinese Flue -Cured Tobacco Based on Their Near Infrared Spectra[A];[C];2005
7 Geng zhaoxi ,Lu chao,Tian lei,Wang jiahua,Han donghai (college of food science and nutritional engineering, China Agricultural University, Beijing 100083 );The prediction of maturity stage of grape wine by near infrared spectroscopy[A];[C];2005
8 LIU Xian1,2, HAN Lujia1,2 Masahiro AMARI3 (1. Key Laboratory of Modern Precision Agriculture System Integration, Ministry of Education, Beijing 100083, China; 2. College of Engineering, China Agricultural University, Beijing 100083, China; 3. National Institute of Livestock and Grassland Science, Nishinasuno, Tochigi 329-2793, Japan);Feasibility of Using Near-infrared Reflectance Spectroscopy for Evaluating Silage Quality[A];[C];2005
9 Cui Lanying1, Yang Zengling2, Han Lujia2※, Teng Guanghui1※ (1 College of Water Conservancy and Civil Engineering, China Agricultural University, Beijing 100083, China; 2 College of Engineering, China Agricultural University, Beijing 100083, China);Study on rapid prediction of the nutrients contents of dairy manure by NIRS[A];[C];2005
10 Zhu Rongguang1, Han Lujia1, Yang Zengling1,Masahiro Amari2 (1. college of engineering, China Agricultural University, Beijing 100083, China; 2. National Institute of Livestock and Grassland Science, Tsukuba, 305-0901, Japan);Rapid prediction of meat and bone meal content in compound fertilizer by near-infrared reflectance spectroscopy[A];[C];2005
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 HAN Liping,XU Hairong,NI Jun(Department of Tea Science,Zhejiang University,Hangzhou 310029);Near-infared spectroscopy technique and its applications in tea research[J];Chaye Journal of Tea;2007-01
2 NI Jun,XU Hairong (Department of Tea Science,Zhejiang University,Hangzhou 310029);Research progressesin the method for determining the amino acids in tea[J];Journal of Tea;2007-02
3 LUO Wenwen, ZHANG Yueling, GONG Shuying, GU Zhilei (Zhejiang University Tea Research Institute, Hangzhou 310029,China);Preliminary construction of NIR calibration model for moisture and total tea polyphenols of green tea[J];Journal of Tea;2007-02
4 WANG Dong-Min ZHANG Jun ZHAO Bina (Department of Optoelectronic Engineering,Jinan University,Guangzhou 510632,P.R.China) a(Department of Statistics,Jinan University,Guangzhou 510632,P.R.China);Simplification for NIR Calibration Models Based on Simulated Annealing Algorithm[J];Chinese Journal of Spectroscopy Laboratory;2006-05
5 ZHANG Jing 1, 2, 3, XU Xiao-xuan 1, 2, WU Zhong-chen 1, 2, YANG Ren-jie 1, 2, ZHANG Cun-zhou 1, 21. The Photonics Center of Physics Institute, Nankai University, Tianjin 300071, China2. The Key Laboratory of Advanced Technique and Fabrication for Weak-Light Nonlinear Photonic Materials, Ministry of Education, Nankai University, Tianjin 300457, China3. Science Press, Beijing 100717, China;The Measurement of the Ratio of Primary Hydroxyl Group to Second Hydroxyl Group in Polyether Polyol by Near Infrared Spectrum[J];Spectroscopy and Spectral Analysis;2006-01
6 YING Yi-bin, LIU Yan-de, FU Xia-pingCollege of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310029, China;Sugar Content Prediction of Apple Using Near-Infrared Spectroscopy Treated by Wavelet Transform[J];Spectroscopy and Spectral Analysis;2006-01
7 Guangtong XU,Hongfu YUAN and Wanzhen LU Research Institute of Petroleum Processing,Beijing 100083;Development of Modern Near Infrared Spectroscopic Techniques and Its Applications[J];SPECTROSCOPY AND SPECTRAL ANALYSIS;2000-02
8 TENG Yi-chao~1, DING Hai-shu~ 1* , GONG Qing-cheng~2, JIA Zai-shen~2, HUANG Lan~1, WANG Pei-yong~1 1. Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, China 2. Department of Cardiopulmonary Bypass, Anzhen Hospital, Beijing 100029, China;Monitoring Cerebral Oxygenation Using Near Infrared Spectroscopy during Cardiopulmonary Bypass Surgery[J];Spectroscopy and Spectral Analysis;2006-05
9 HE Yong, LI Xiao-li, SHAO Yong-ni College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310029, China;Discrimination of Varieties of Apple Using Near Infrared Spectra Based on Principal Component Analysis and Artificial Neural Network Model[J];Spectroscopy and Spectral Analysis;2006-05
10 Bao Fengwei~1 Liu Jingyan~2(1.Department of Chemical Engineering,Guizhou University,Guiyang,550003;2.Department of Bioscience and Bioengineering,Hebei University of Science and Technology,Shijiazhuang,050018);Application of Near Infrared Spectroscopy in Petrochemical Industry[J];Guizhou Chemical Industry;2006-06
【Secondary References】
Chinese Journal Full-text Database 8 Hits
1 Xia Junfang Li Xiaoyu (Engineering and Technology Department,Huazhong Agricultural University,Wuhan 430070,China);Wavelet Optimization for Near-infrared Spectra Denoising of Vitamin C Content of Umbilical Orange[J];Transactions of the Chinese Society for Agricultural Machinery;2009-04
2 Zhang Xiaodong1 Mao Hanping1 Cheng Xiuhua2 (1.Key Laboratory of Modern Agricultural Equipment and Technology,Ministry of Education & Jiangsu Province,Jiangsu University,Zhenjiang 212013,China 2.College of Animal Science and Technology,Yangzhou University,Yangzhou 225009,China);Rape Nitrogen Content Spectral Character Models Based on PCA_SVR Method[J];Transactions of the Chinese Society for Agricultural Machinery;2009-04
3 Chen Kunjie Long Jinxing Song Liang Li Ke (College of Engineering,Nanjing Agricultural University,Nanjing 210031,China);Determination of 1000-grain Weight of Paddy Using NIRS Technique[J];Transactions of the Chinese Society for Agricultural Machinery;2009-06
4 Yang Zengling1 Han Lujia1 Li Qiongfei2 Fan Xia3 Su Xiaoou3(1.State Key Laboratory of Animal Nutrition,China Agricultural University,Beijing 100091,China 2.School of Information Management,Shanghai Finance University,Shanghai 201209,China 3.Institute of Quality and Standards for Agri-product,Chinese Academy of Agricultural Sciences,Beijing 100081,China);Discriminant Analysis of Meat and Bone Meal Content in Ruminant Feed Based on NIRS[J];Transactions of the Chinese Society for Agricultural Machinery;2009-07
5 Yang Zengling1,2,Han Lujia 1,2,Liu Xian 1,2,Li Qiongfei 3(1.College of Engineering,China Agricultural University,Beijing 100083,China;2.State Key Laboratory of Animal Nutrition,China Agricultural University,Beijing 100091,China;3.School of Information Management,Shanghai Finance University,Shanghai 201209,China);Rapidly qualitative discrimination of meat and bone meal in fishmeal by visible and near infrared reflectance spectroscopy[J];Transactions of the Chinese Society of Agricultural Engineering;2009-07
6 LIU Bo-ping1,2,RONG Han2,DENG Ze-yuan2,LUO Xiang1(1.Analytical and Testing Center of Jiangxi Province,Nanchang 330029,China;2.National Key Laboratory of Food Science and Technology,Nanchang University,Nanchang 330047,China);Determination of Raw Milk and Adulterated Milk Using Near Infrared Reflectance Spectroscopy Based on Partial Least Squares and Self-organizing Competitive Neural Networks[J];Journal of Instrumental Analysis;2008-11
7 WANG Menghua,ZHAO Ziwei,BI Yanlan,ZENG Jun,LU Hao (Faculty of Food Science and Engineering,Henan University of Technology,Zhengzhou 450052,China);Status of oilseeds detection technology[J];China Oils and Fats;2009-05
8 ZHANG Juan-juan, TIAN Yong-chao, ZHU Yan, YAO Xia, CAO Wei-xing (College of Agronomy, Nanjing Agricultural University /Jiangsu Key Laboratory for Information Agriculture, Nanjing 210095);Spectral Characteristics and Estimation of Organic Matter Contents of Different Soil Types[J];Scientia Agricultura Sinica;2009-09
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 Guangtong XU,Hongfu YUAN and Wanzhen LU Research Institute of Petroleum Processing,Beijing 100083;Development of Modern Near Infrared Spectroscopic Techniques and Its Applications[J];SPECTROSCOPY AND SPECTRAL ANALYSIS;2000-02
2 Yanlu YAN,Longlian ZHAO,Junhui LI,Luda ZHANG and Shungeng MIN Department of Applied Physics,China Argricultural University,100094 Beijing;Information Technology of Modern NIR Spectral Analysis[J];Spectroscopy and Spectral Analysis;2000-06
3 Guangtong XU,Hongfu YUAN and Wanzhen LU Research Institute of Petroleum Processing,100083 Beijing;Study of Quantitative Calibration Model Suitability in Near infrared Spectroscopy Analysis[J];Spectroscopy and Spectral Analysis;2001-04
4 HU Bao Gang 1,6 ZHAO Xing 2,6 YAN Hong Ping 1,6 de REFFYE Ph 3,6 BLAISE F 3,6 XIONG Fan Lun 4 WANG Yi Ming 5 1 (National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing 1000;PLANT GROWTH MODELING AND VISUALIZATION——REVIEW AND PERSPECTIVE[J];;2001-06
5 Yang Jingping and Wang Zhaoqian ( Institute of Agricultural Ecology, Zhejiang University, Hangzhou 310029).;Crop growth simulation model and its application.[J];CHINESE JOURNAL OF APPLIED ECOLOGY;1999-04
6 ;Chemometrics[J];MODERN SCIENTIFIC INSTRUMENTS;1998-05
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