光谱学与光谱分析 |
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Identification of Official Rhubarb Samples Based on NIR Spectra and Neural Networks |
TANG Yan-feng1, ZHANG Zhuo-yong1*, FAN Guo-qiang2 |
1. Department of Chemistry,MOE Key Lab for 3-D Information Acquisition and Application, Capital Normal University, Beijing 100037, China 2. Scientific Research Institute, Beijing Tongrentang Co. Ltd., Beijing 100011, China |
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Abstract Rhubarb is one of the most widely used Chinese medicinal herbs in China. Fast and accurate identification of official and unofficial rhubarb samples is most critical for quality control of Chinese medicine production. In the present paper near-infrared reflectance spectrometry (NIRS) and artificial neural network (ANN) were combined to develop classification models for identifying 52 official and unofficial rhubarb samples. The measured spectra were compressed by wavelet transformation (WT) and then the ANN classification models were trained with the reduced-variables spectral data. The rate of correct classification was over 96%. The effects of neurons in hidden layer and the momentum were also discussed. Owing to its fast and nondestructive properties, NIRS is a promising approach to identifying Chinese medicinal herbs.
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Received: 2003-05-08
Accepted: 2003-09-16
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Corresponding Authors:
ZHANG Zhuo-yong
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Cite this article: |
TANG Yan-feng,ZHANG Zhuo-yong,FAN Guo-qiang. Identification of Official Rhubarb Samples Based on NIR Spectra and Neural Networks [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2004, 24(11): 1348-1351.
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http://www.gpxygpfx.com/EN/Y2004/V24/I11/1348 |
[1] SUN Su-qin, ZHOU Qun, LEUNG Hei-wun, YEUNG Hin-wing(孙素琴,周 群,梁曦云,杨显荣),Spectroscopy and Spectral Analysis(光谱学与光谱分析),2002,22(4):600. [2] SUN Su-qin, LEUNG Hei-wun, YEUNG Hin-wing(孙素琴,梁曦云,杨显荣). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2002,22(2):226. [3] DONG Bin, SUN Su-qin, ZHOU Hong-tao, HU Shi-lin(董 彬,孙素琴,周红涛,胡世林). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2002,22(2):232. [4] CHEN Bin, ZHAO Long-lian, LI Jun-hui, YAN Yan-lu(陈 斌,赵龙莲,李军会,严衍禄). Spectroscopy and Spectral Analysis(光谱学与光谱分析),2002,22(6):976. [5] YUAN Xiang-lin, ZHANG Yu-kui, ZOU Han-fa(袁湘林, 张玉奎, 邹汉法). Chinese J. of Pharmaceutical Analysis(药物分析杂志),2001,21(1):363. [6] LI Qing-qing, WANG Wen-zhen, ZHANG Yu-liang(李庆青, 王文真, 张玉良). Acta Agronomica Sinica(作物学报),1992,18 (3):235. [7] Tanaka M, Ojima T. Journal of Agricultural and Food Chemistry,1996, 44(8): 2272. [8] Hidajat K, Chong S M. J. Near Infrared Spectrosc., 2000, 8: 53. [9] Shimoyama M, Sato H, Ninomiya T, Ozaki Y. Appl. Spectrosc., 1997, 51: 1154. [10] Hammon S. Spectrophotometric Analysis. PCT. Int. Appl. WHO, 9500831. [11] YAN Yan-lu, ZHAO Long-lian, ZHAO Huan-huan et al(严衍录, 赵龙莲, 赵环环等). Journal of Chinese Textile University(中国纺织大学学报), 2000, 26(3): 72. [12] LI Tian-jian, SHEN Han-xi, LUO Yun-jing(李天剑, 沈含熙, 罗云敬). Chinese J. Analytical Chemistry(分析化学),1998,26(11):1372. [13] McClure W F. Anal. Chem., 1994, 66(1): 43A. [14] LIU Guo-lin, CAI Jin-na, LI Wei et al(刘国林, 蔡金娜, 李 伟等). Computer and Applied Chemistry(计算机与应用化学),2000,17(2):109. [15] Woo Y A, Kim H J, Chung H. Analyst, 1999, 124: 1223. [16] XIANG Lan(向 兰). Ph. D. Dissertation, Peking University(北京大学博士学位论文),2001. [17] Laasonen M, Harmia-Pulkkinen T, Simard C L, Michiels E, Ras anen M, Vuorela H. Anal. Chem., 2002, 74: 2493.
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