Application of Near-Infrared Hyperspectral Imaging to Detect Sulfur Dioxide Residual in the Fritillaria thunbergii Bulbus Treated by Sulfur Fumigation

被引:17
作者
He, Juan [1 ]
Zhang, Chu [2 ]
He, Yong [2 ]
机构
[1] Zhejiang Acad Tradit Chinese Med, Key Lab Res & Dev Chinese Med Zhejiang Prov, Hangzhou 310007, Zhejiang, Peoples R China
[2] Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Zhejiang, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2017年 / 7卷 / 01期
关键词
Fritillaria thunbergii Bulbus; sulfur dioxide residual; sulfur fumigation; optimal wavelength selection; image visualization; LEAST-SQUARES REGRESSION; VARIABLE SELECTION; SPECTROSCOPY; QUALITY; CHEMOMETRICS;
D O I
10.3390/app7010077
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Sulfur-fumigated Chinese medicine is a common issue in the process of Chinese medicines. Detection of sulfur dioxide (SO2) residual content in Fritillaria thunbergii Bulbus is important to evaluate the degree of sulfur fumigation and its harms. It helps to control the use of sulfur fumigation in Fritillaria thunbergii Bulbus. Near-infrared hyperspectral imaging (NIR-HSI) was explored as a rapid, non-destructive, and accurate technique to detect SO2 residual contents in Fritillaria thunbergii Bulbus. An HSI system covering the spectral range of 874-1734 nm was used. Partial least squares regression (PLSR) was applied to build calibration models for SO2 residual content detection. Successive projections algorithm (SPA), weighted regression coefficients (Bw), random frog (RF), and competitive adaptive reweighted sampling (CARS) were used to select optimal wavelengths. PLSR models using the full spectrum and the selected optimal wavelengths obtained good performance. The Bw-PLSR model was applied on a hyperspectral image to form a prediction map, and the results were satisfactory. The overall results in this study indicated that HSI could be used as a promising technique for on-line visualization and monitoring of SO2 residual content in Fritillaria thunbergii Bulbus. Detection and visualization of Chinese medicine quality by HSI provided a new rapid and visual method for Chinese medicine monitoring, showing great potential for real-world application.
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页数:11
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共 24 条
  • [21] Comparison of Infrared Spectroscopy and Nuclear Magnetic Resonance Techniques in Tandem with Multivariable Selection for Rapid Determination of ω-3 Polyunsaturated Fatty Acids in Fish Oil
    Wu, Di
    Chen, Xiaojing
    Cao, Fang
    Sun, Da-Wen
    He, Yong
    Jiang, Yanhui
    [J]. FOOD AND BIOPROCESS TECHNOLOGY, 2014, 7 (06) : 1555 - 1569
  • [22] Wu X. Y., 2014, J CHIN MAT MED, V39, P1863
  • [23] Development of a Portable Field Imaging Spectrometer: Application for the Identification of Sun-Dried and Sulfur-Fumigated Chinese Herbals
    Zhang, Hongming
    Wu, Taixia
    Zhang, Lifu
    Zhang, Peng
    [J]. APPLIED SPECTROSCOPY, 2016, 70 (05) : 879 - 887
  • [24] Effects of sulfur dioxide and its derivatives on the functions of rat hearts and their mechanisms
    Zhang, Quanxi
    Tian, Jingjing
    Bai, Yunlong
    Yang, Zhenhua
    Zhang, Huifang
    Meng, Ziqiang
    [J]. 2013 INTERNATIONAL SYMPOSIUM ON ENVIRONMENTAL SCIENCE AND TECHNOLOGY (2013 ISEST), 2013, 18 : 43 - 50