DISCRIMINATION YEARS OF ROUGH RICE BY USING VISIBLE/NEAR INFRARED SPECTROSCOPY BASED ON INDEPENDENT COMPONENT ANALYSIS AND BP NEURAL NETWORK

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DISCRIMINATION YEARS OF ROUGH RICE BY USING VISIBLE/NEAR INFRARED SPECTROSCOPY BASED ON INDEPENDENT COMPONENT ANALYSIS AND BP NEURAL NETWORK
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                        SHAO Yong-Ni,CAO Fang,HE YongSHAO Yong-Ni,CAO Fang,HE Yong

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Clc Number:S511.22 S511.33
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Key words:可见/近红外光谱;稻谷;独立组分分析;BP神经网络;独立组分分析;工神经网络;近红外光谱;稻谷;鉴别模型;VISIBLE;RICE;ROUGH;DISCRIMINATION;BP NEURAL NETWORK;INDEPENDENT COMPONENT ANALYSIS;BASED;效果;敏感波段;对应;成分;准确率;结果;预测;网络模型

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[1]SHAO Yong-Ni,CAO Fang,HE Yong.DISCRIMINATION YEARS OF ROUGH RICE BY USING VISIBLE/NEAR INFRARED SPECTROSCOPY BASED ON INDEPENDENT COMPONENT ANALYSIS AND BP NEURAL NETWORK[J].Journal of Infrared and Millimeter Waves,2007,26(6):433-436.

[2]LIU Zhan-Yu,WANG Da-Cheng,LI Bo,HUANG Jing-Feng.DISCRIMINATION OF LODGED RICE BASED ON VISIBLE/NEAR INFRARED SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2009,28(5):342-345.

[3]LI Xiao-Li,HU Xing-Yue,HE Yong.NEW APPROACH OF DISCRIMINATION OF VARIETIES OF JUICY PEACH BY NEAR INFRARED SPECTRA BASED ON PCA AND MDA MODEL[J].Journal of Infrared and Millimeter Waves,2006,25(6):417-420.

[4]ZENG Zhe-Zhao,ZHU Wei,WANG Yao-Nan.ANALYSIS APPROACH OF SPECTRUM BASED ON NEURAL NETWORK ALGORITHM[J].Journal of Infrared and Millimeter Waves,2007,26(2):141-145.

[5]LIANG Liang,LIU Zhi-Xiao,YANG Min-Hua,ZHANG You-Xiang,WANG Cheng-Hua.DISCRIMINATION OF VARIETY AND AUTHENTICITY FOR RICE BASED ON VISUAL/NEAR INFRARED REFLECTION SPECTRA[J].Journal of Infrared and Millimeter Waves,2009,28(5):353-356.

[6]JING Hang-Feng,HUANG Ling-Xi,WU Di,JIN Pei-Hua and LOU Cheng-Fu.STORAGE PERIOD DETERMINATION OF BEE POLLEN BY VISIBLE NEAR INFRARED SPECTROSCOPY WITH LEAST SQUARES SUPPORT VECTOR MACHINES[J].Journal of Infrared and Millimeter Waves,2010,29(3):216-219.

[7]SHAN Yang,ZHU Xiang-Rong,XU Qing-Song and LIANG Yi-Zeng.DETERMINING THE CONTENTS OF FAT AND PROTEIN IN MILK POWDER BY USING NEAR INFRARED SPECTROSCOPY COMBINED WITH WAVELET TRANSFORM AND RADICAL BASIS FUNCTION NEURAL NETWORKS[J].Journal of Infrared and Millimeter Waves,2010,29(2):128-131.

[8]WU Di,WU Hong-Xi,CAI Jing-Bo,HUANG Zhen-Hua,HE Yong.CLASSIFYING THE SPECIES OF EXOPALAEMON BY USING VISIBLE AND NEAR INFRARED SPECTRA WITH UNINFORMATIVE VARIABLE ELIMINATION AND SUCCESSIVE PROJECTIONS ALGORITHM[J].Journal of Infrared and Millimeter Waves,2009,28(6):423-427.

[9]HU Tun,ZHAO Jia-Ji,CAO Yuan,WANG Fan-Lin and YANG Jie.INFRARED SMALL TARGET DETECTION BASED ON SALIENCY AND PRINCIPLE COMPONENT ANALYSIS[J].Journal of Infrared and Millimeter Waves,2010,29(4):303-306.

[10]LIU Sheng-Peng,FANG Yong.INFRARED IMAGE FUSION ALGORITHM BASED ON CONTOURLET TRANSFORM AND IMPROVED PULSE COUPLED NEURAL NETWORK[J].Journal of Infrared and Millimeter Waves,2007,26(3):217-221.

[11]LI Qiong-Fei,YANG Zeng-Ling,HAN Lu-Jia.ANALYSIS OF CATTLE AND SHEEP CONTENT IN PIG OR POULTRY MEAT AND BONE MEAL BY NEAR INFRARED REFLECTANCE SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2007,26(6):414-418.

[12]LIU Shan,HU Jun,CHE Yan-Li and ZHANG Feng.SIMULTANEOUS AND RAPID DETERMINATION OF PHYSICAL AND CHEMICAL INDICES OF FLAVOR AND FRAGRANCE BY FOURIER TRANSFORM NEAR INFRARED SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2010,29(3):220-224.

[13]CAO Yuan,YANG Jie,LIU Rui-Ming.DETECTING INFRARED SMALL TARGET BY USING TDLMS FILTER BASED ON NEIGHBORHOOD ANALYSIS[J].Journal of Infrared and Millimeter Waves,2009,28(3):235-240.

[14]ZHANG Qiang,GUO Bao-Long.FUSION OF INFRARED AND VISIBLE LIGHT IMAGES BASED ON NONSUBSAMPLED CONTOURLET TRANSFORM[J].Journal of Infrared and Millimeter Waves,2007,26(6):476-480.

[15]LIU Yan-De,LUO Ji,CHEN Xing-Miao.ANALYSIS OF SOLUBLE SOLID CONTENT IN NANFENG MANDARIN FRUIT WITH VISIBLE NEAR INFRARED SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2008,27(2):119-122.

[16]NIE Li-Xing,WANG Gang-Li,LI Zhi-Meng,LIN Rui-Chao.QUALITATIVE AND QUANTITATIVE ANALYSIS OF TONGREN WUJI BAIFENG PILLS BY NEAR INFRARED SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2008,27(3):205-210.

[17]FU Meng-Yin,ZHAO Cheng.FUSION OF INFRARED AND VISIBLE IMAGES BASED ON THE SECOND GENERATION CURVELET TRANSFORM[J].Journal of Infrared and Millimeter Waves,2009,28(4):254-258.

[18]ZHU Rong-Guang,HAN Lu-Ji,YANG Zeng-Ling,Amari Masahiro.RAPID DETECTION OF MEAT AND BONE MEAL CONTENT IN COMPOUND FERTILIZER BY NEAR INFRARED REFLECTANCE SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2006,25(4):267-270.

[19]ZHANG Guang-Jun,LI Li-N,LI Qing-Bo,XU Yu-Po.APPLICATION OF DENOISING AND BACKGROUND ELIMINATION BASED ON WAVELET TRANSFORM TO BLOOD GLUCOSE NONINVASIVE MEASUREMENT OF NEAR INFRARED SPECTROSCOPY[J].Journal of Infrared and Millimeter Waves,2009,28(2):107-110.

[20]Mu Wenquan,Liao Xiaofeng,Yu Juebang.A HYBRID NEURAL NETWORK TRAINING ALGORITHM BASED ON GENETIC ALGORITHM AND BP ALGORITHM[J].Journal of Electronics & Information Technology,1997,19(2):190-194.

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[1]LIANG Liang,YANG Min-hua,LIU Zhi-xiao,SONG Hua-xiang.Discrimination of Lines and Authenticity of Hybrid Rice Seed with Visible-near Infrared Spectra[J].Laser & Infrared,2009,39(4):407-410.

[2]HAO Hui-Min,Qiao Cong-Ming,TANG Xiao-Jun,LIU Jun-Hua.APPLICATION OF KERNEL PARTIAL LEAST SQUARE FEATURE EXTRACTION TO QUANTITATIVE ANALYSIS OF FTIR SPECTROSCOPY OF MULTI- COMPONENT GAS MIXTURE[J].Journal of Infrared and Millimeter Waves,2009,28(2).

[3]XING Dong-Xing,CHANG Qing-Rui.IDENTIFICATION OF SPECIES OF FRUIT TREES BASED ON THE SPECTRAL REFLECTANCE OF CANOPIES OF FRUIT TREES DURING FLOWERING PERIOD[J].Journal of Infrared and Millimeter Waves,2009,28(3).

[4]YANG Rui,LI Hui-jun.Predicting the Breaking Elongation of Ring Spun Cotton Yarns Using Artificial Neural Network[J].Progress in Textile Science & Technology,2009(3).

[5]SHEN Yan,ZHANG Xiao-ping,LIANG Ai-zhen,SHI Xiu-huan,FAN Ru-qin,YANG Xue-ming.APPLICATION OF NEAR INFRARED SPECTROSCOPY IN SOIL ORGANIC MATTER RESEARCH[J].Acta Agriculturae Nucleatae Sinica,2010,24(1).

[6]陆艳婷,张小明,叶胜海,祁永斌,金庆生.稻米品质近红外光谱法分析中定标样品选择与模型优化[J].Acta Agriculturae Nucleatae Sinica,2008,22(6):823-828.

[7]LIANG Liang,LIU Zhi-Xiao,YANG Min-Hua,ZHANG You-Xiang,WANG Cheng-Hua.DISCRIMINATION OF VARIETY AND AUTHENTICITY FOR RICE BASED ON VISUAL/NEAR INFRARED REFLECTION SPECTRA[J].Journal of Infrared and Millimeter Waves,2009,28(5):353-356.

[8]ZHU Li-wei,HUANG Yan-yan,YANG Li-ming,SUN Bao-qi and SUN Qun.Rapid and Nondestructive Identification of Single Seed\ Viability of Sophora Alopecuroide and Cassia Tora L Using Near Infrared Spectroscopy[J].Infrared,2011,32(4):35-39.

[9]XU Yan,LI Zhong-hai,FU Xiang-jin,HU Ye-bi.Research progress on rice rapid quality detecting by near-infrared spectroscopy[J].Food and Machinery,2011,27(1).

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SHAO Yong-Ni, CAO Fang, HE Yong. DISCRIMINATION YEARS OF ROUGH RICE BY USING VISIBLE/NEAR INFRARED SPECTROSCOPY BASED ON INDEPENDENT COMPONENT ANALYSIS AND BP NEURAL NETWORK[J]. Journal of Infrared and Millimeter Waves,2007,26(6):433~436

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Received:November 27,2006
Revised:May 14,2007
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