Title :
Study on brand identification of monosodium glutamate using sensitive wavelengths of short-wave near infrared spectroscopy
Author :
Chen, Xiaojing ; Wu, Di ; Feng, Shuijuan ; He, Yong ; Liu, Shou
Author_Institution :
Dept. of Phys., Xiamen Univ., Xiamen
Abstract :
Monosodium glutamate (MSG) is a worldwide flavor enhancer. It is well known that to some extant, the brand stands for the quality of the products. Shortwave near-infrared spectroscopy (SWNIR) technique was applied in this study. The objectives of this study were to investigate the feasibility of using SWNIR spectroscopy to discriminate different brands of MSG, and to validate the performance of selected sensitive ebands. 66 MSG samples were randomly selected for the calibration set, while the remaining 134 samples for the prediction set. Smoothing way of moving average and standard normal variate (SNV) were used as pretreatments. Based on principal components analysis, 2D principal components plot was clustered well. Least-squares support vector machines (LS-SVM) was applied to brand identification based on absorbance spectra from 800nm to 1050 nm. Finally, recognition ratio of 99% was obtained. Sensitive bands, 900 and 968 nm, were obtained by loading weights and regression coefficients in partial least squares. The prediction results of 99% indicated that the selected wavelengths reflected the main characteristics of MSG of different brands based on SWNIR spectroscopy and LS-SVM model.
Keywords :
infrared spectroscopy; least squares approximations; principal component analysis; support vector machines; brand identification; calibration set; least-squares support vector machines; monosodium glutamate; prediction set; principal components analysis; shortwave near infrared spectroscopy; standard normal variate; wavelength 800 nm to 1050 nm; Calibration; Infrared spectra; Least squares approximation; Least squares methods; Light sources; Reflectivity; Spectral analysis; Spectroradiometers; Spectroscopy; Temperature;
Conference_Titel :
Microwave and Millimeter Wave Technology, 2008. ICMMT 2008. International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4244-1879-4
Electronic_ISBN :
978-1-4244-1880-0
DOI :
10.1109/ICMMT.2008.4540824