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利用可见―近红外光谱术无损检测牛奶中的三聚氰胺
引用本文:张露,薛龙,刘木华,何秀文,严霖元,黎静. 利用可见―近红外光谱术无损检测牛奶中的三聚氰胺[J]. 中国农机化, 2012, 0(2): 125-127,124
作者姓名:张露  薛龙  刘木华  何秀文  严霖元  黎静
作者单位:江西农业大学工学院生物光电实验室;华东交通大学;南昌航空大学无损检测技术教育部重点实验室
基金项目:国家自然科学基金资助项目(30760101);新世纪优秀人才支持计划资助项目(NCET-09-0168);江西省科技厅农业科技支撑计划(2009BNB05705);江西省教育厅科学技术研究(GJJ08513)
摘    要:初步探讨了利用可见―近红外光谱术检测牛奶中三聚氰胺的可行性及方法。通过往牛奶中掺入不同浓度三聚氰胺的方法,制备了165个样品,三聚氰胺浓度为0~1000ppm。利用光纤光谱仪采集样本的可见―近红外光谱,其光谱范围为350~1800nm。然后分别采用最小二乘法(PLS)、区间偏最小二乘法(IPLS)及联合区间偏最小二乘法(SIPLS)建立预测模型。比较实验结果表明:把光谱分为10个子区间,通过SIPLS方法,选出3个光谱子区间(4、7、9)联合建立的预测模型最优,其校正集和预测集得相关系数分别为0.9981和0.9946,校正集和预测集的均方根误差分别为0.1942和0.3299。因此,可见近红外光谱术结合联合区间偏最小二乘法能无损、快速的检测牛奶中的三聚氰胺。

关 键 词:牛奶  三聚氰胺  最小二乘法  可见近红外光谱术  检测技术

Nondestructive Detection of Melamine of Milk Using VIS-NIR Spectroscopy
ZHANG Lu,XUE Long,LIU Mu-hua,HE Xiu-wen,YAN Lin-yuan,LI Jing. Nondestructive Detection of Melamine of Milk Using VIS-NIR Spectroscopy[J]. Chinese Agricul Tural Mechanization, 2012, 0(2): 125-127,124
Authors:ZHANG Lu  XUE Long  LIU Mu-hua  HE Xiu-wen  YAN Lin-yuan  LI Jing
Affiliation:1(1.Jiangxi Agricultural University,College of Engineering,Optics-Electrics Application of Biomaterial Lab,Nanchang,330045,China;2.East China Jiao-Tong University,School of Mechanical and Electronical Engineering,Nanchang,330013,China;3.Nanchang Hangkong University,The Key Laboratory of Nondestructive Detection Technology,Nanchang,330065,China)
Abstract:The study discussed how visible-near infrared spectroscopy(Vis-NIRS) can be used to detect the melamine in the milk.Through adulterating 0-1000ppm content of melamine into pure milk,165 samples were prepared in all.The spectra are recorded in the Vis-NIR range from 350 to 1800nm using the fiber spectrometer.Partial least square(PLS),interval partial least square(IPLS) and synergy interval partial least square(SIPLS) methods were used to establish the calibration models of melamine.The results showed that the optimal SIPLS model is obtained with 10 intervals and the optimal combinations of three intervals are number 4,7,9.The correlation coefficient(r) between the predicted and actual melamine is 0.9981 and 0.9946 for calibration and prediction set,respectively.The root mean square error of calibration(RMSEC) and prediction(RMSEP) set was 0.1942 and 0.3299,respectively.In conclusion,the combination of Vis-NIR spectroscopy and SIPLS methods can be used to provide a technique of noninvasive and rapid analysis for melamine in milk.
Keywords:milk  melamine  partial least square  visible-near infrared spectroscopy
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