Discrimination of Radix Isatidis and Rhizoma et Radix Baphicacanthis Cusia samples by near infrared spectroscopy with the aid of chemometrics

被引:30
|
作者
Ni, Yongnian [1 ,2 ]
Song, Rongmei [1 ]
Kokot, Serge [3 ]
机构
[1] Nanchang Univ, Dept Chem, Nanchang 330031, Peoples R China
[2] Nanchang Univ, State Key Lab Food Sci & Technol, Nanchang 330047, Peoples R China
[3] Queensland Univ Technol, Fac Sci & Engn, Sch Chem Phys & Mech Engn, Brisbane, Qld 4001, Australia
基金
中国国家自然科学基金;
关键词
Near infrared spectroscopy; Wavelet transform; Chemometrics; Indigowoad Root samples; Radix Isatidis; Rhizoma et Raitx Baphicacanthis Cusia; SUCCESSIVE PROJECTIONS ALGORITHM; LEAST-SQUARES REGRESSION; VARIABLE SELECTION; GENETIC ALGORITHM; NEURAL-NETWORKS; MULTICOMPONENT ANALYSIS; SPECTRA; CLASSIFICATION; TECHNOLOGIES; PREDICTION;
D O I
10.1016/j.saa.2012.05.031
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
A novel method for the discrimination of the three kinds of Indigowoad Root sample, Radix Isatidis (RI), Rhizoma et Radix Baphicacanthis Cusia (RRBC) and simulated adulterated samples (AD) was researched and developed with the use of near infrared spectroscopy (NIR) and chemometrics. Principal component analysis (PCA) was applied to process the NIR data of 75 collected Indigowoad Root samples, and the three kinds of such sample were discriminated along the first principal component (PC1) axis. In addition, the data pretreatment methods - genetic algorithm-partial least squares (GA-PLS), successive projections algorithm (SPA), and wavelet transform (WT), were employed to select the key analytical wavelengths, and then, these were used as input variables for the three kinds of the pattern recognition method, such as K-nearest neighbor (KNN), radial basis function-artificial neural network (RBF-ANN), least squares-support vector machine (LS-SVM) and back propagation-artificial neural network (BP-ANN). The WT was the method of choice for data pretreatment, and three pretreatment-prediction method combinations performed well (basis: %recognition rate) - WT-KNN (98.2%) and BP-ANN (97.3%) as well as GA-PLS - LS-SVM (97.2). A BP-ANN calibration model was built for the quantitative discrimination of the three types of the complex Indigowoad Root samples, and it was successfully validated. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:252 / 258
页数:7
相关论文
共 50 条
  • [21] A systematic strategy for uncovering quality marker of Asari Radix et Rhizoma on alleviating inflammation based chemometrics analysis of components
    Zhang, Yiwen
    Li, Saiyu
    Liang, Yuting
    Liu, Ran
    Lv, Xinyan
    Zhang, Qian
    Xu, Huarong
    Bi, Kaishun
    Li, Zuojing
    Li, Qing
    JOURNAL OF CHROMATOGRAPHY A, 2021, 1642
  • [22] Comparative analysis of two species of Asari Radix et Rhizoma by electronic nose, headspace GC-MS and chemometrics
    Li, Chen
    Xu, Feng
    Cao, Chen
    Shang, Ming-Ying
    Zhang, Cui-Ying
    Yu, Jie
    Liu, Guang-Xue
    Wang, Xuan
    Cai, Shao-Qing
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2013, 85 : 231 - 238
  • [23] Structural characterization and discrimination of Chinese medicinal materials with multiple botanical origins based on metabolite profiling and chemometrics analysis: Clematidis Radix et Rhizoma as a case study
    Guo, Lin-Xiu
    Li, Rui
    Liu, Ke
    Yang, Jie
    Li, Hui-Jun
    Li, Song-Lin
    Liu, Jian-Qun
    Liu, Li-Fang
    Xin, Gui-Zhong
    JOURNAL OF CHROMATOGRAPHY A, 2015, 1425 : 129 - 140
  • [24] Rapid Determination of Total Content of Five Major Anthraquinones in Rhei Radix et Rhizoma by NIR Spectroscopy
    Hao Zhan
    Jing Fang
    Hong-wei Wu
    Hong-jun Yang
    Hua Li
    Zhu-ju Wang
    Bin Yang
    Li-ying Tang
    Mei-hong Fu
    Chinese Herbal Medicines, 2017, 9 (03) : 250 - 257
  • [25] Rapid Determination of Total Content of Five Major Anthraquinones in Rhei Radix et Rhizoma by NIR Spectroscopy
    Hao Zhan
    Jing Fang
    Hong-wei Wu
    Hong-jun Yang
    Hua Li
    Zhu-ju Wang
    Bin Yang
    Li-ying Tang
    Mei-hong Fu
    Chinese Herbal Medicines, 2017, (03) : 250 - 257
  • [26] Discrimination of Cocoon Sex Using Middle-Infrared Spectroscopy with the Aid of Chemometrics
    Yan Hui
    Chen Bin
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON INFORMATIONIZATION, AUTOMATION AND ELECTRIFICATION IN AGRICULTURE, 2008, : 617 - 623
  • [27] Automatic and Rapid Discrimination of Cotton Genotypes by Near Infrared Spectroscopy and Chemometrics
    Cui, Hai-Feng
    Ye, Zi-Hong
    Xu, Lu
    Fu, Xian-Shu
    Fan, Cui-Wen
    Yu, Xiao-Ping
    JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY, 2012, 2012
  • [28] Rapid Determination of the Multi-Marker Ingredients in Heterosmilacis Japonicae Rhizoma and Sophorae Flavescentis Radix with Near-Infrared Diffused Reflection Spectroscopy
    Zhao Feng-chun
    Wan Kai-yang
    Liu Xiao-qian
    Zhang Qi-wei
    Gao Hui-min
    Wang Zhi-min
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34 (10) : 2652 - 2656
  • [29] Determination of Calycosin-7-Glucoside and Astragaloside in Astragali Radix with Near Infrared Spectroscopy
    Zhan Hao
    Wu Hong-wei
    Zhang Dong
    Liu Meng-ting
    Tang Li-ying
    Li Hua
    Wang Zhu-ju
    Yang Bin
    Yang Lan
    Fang Jing
    Fu Mei-hong
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2017, 37 (05) : 1391 - 1396
  • [30] Simultaneous Determination of Eight Bioactive Components of Radix Dipsaci by Near-infrared Spectroscopy
    Du, Weifeng
    Yang, Ying
    Jiang, Dongjing
    Ge, Weihong
    Cai, Baochang
    ANALYTICAL LETTERS, 2017, 50 (16) : 2634 - 2648