Discrimination Of Radix Pseudostellariae According To Geographical Origin By FT-NIR Spectroscopy And Supervised Pattern Recognition

被引:11
|
作者
Han Bang-xing [1 ,2 ]
Chen Nai-fu [2 ]
Yao Yong [3 ]
机构
[1] Jiangsu Unviers, Sch Pharm, Zhenjiang 212013, Peoples R China
[2] Engn Technol Res Ctr Plant Cell Engn, Luan 237012, Anhui, Peoples R China
[3] Xuancheng Jinquan Ecol Agr Co Ltd, Xuancheng 242000, Peoples R China
关键词
Near infrared spectroscopy; R; Pseudostellariae; Pattern recognition; Geoherbs; NEAR-INFRARED-SPECTROSCOPY; REFLECTANCE SPECTROSCOPY; IDENTIFICATION; CLASSIFICATION; PRODUCTS; TABLETS; SUPPORT;
D O I
10.4103/0973-1296.58145
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
Radix Pseudostellariae is one of the most popular Traditional Chinese Medicine (TCM) for promoting the immune system, treating asthenia after illnesses with a long history in China and some other Asian countries. Rapid discrimination of R. Pseudostellariae according to geographical origin is crucial to pharmacodynamic action control. FT-NIR spectroscopy and supervised pattern recognition was attempted to discriminate R. Pseudostellariae according to geographical origin in this work. LDA, ANN and SVM were used to construct the discrimination models based on PCA, respectively. The number of PCs and model parameters were optimized by crossvalidation in the constructing model. The performances of three discrimination models were compared. Experimental results showed that the performance of SVM model is the best among three models. The optimal SVM model was achieved when 5 PCs were used, discrimination rates being 100% in the training and 88% in prediction set. The overall results demonstrated that FT-NIR spectroscopy has a high potential to discriminate qualitatively R. Pseudostellariae according to geographical origins by means of an appropriate supervised pattern recognition technique.
引用
收藏
页码:279 / 286
页数:8
相关论文
共 50 条
  • [21] Rapid quantification of phenolic acids in Radix Salvia Miltrorrhiza extract solutions by FT-NIR spectroscopy in transflective mode
    Li, Wenlong
    Qu, Haibin
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2010, 52 (04) : 425 - 431
  • [22] Discrimination of Radix Angelicae Sinensis According to Harvest Time and Geographical Origin with Midinfrared Diffuse Reflectance Spectroscopy and Chemometric Methods
    Wei, Yuhui
    Li, Boxia
    Xi, Lili
    Yao, Xiaojun
    Wu, Xin'an
    SPECTROSCOPY LETTERS, 2012, 45 (06) : 430 - 437
  • [23] Potential application of hyperspectral imaging and FT-NIR spectroscopy for discrimination of soilless tomato according to growing techniques, water use efficiency and fertilizer productivity
    Fazayeli, Hassan
    Amodio, Maria Luisa
    Fatchurrahman, Danial
    Serio, Francesco
    Montesano, Francesco Fabiano
    Burud, Ingunn
    Peruzzi, Andrea
    Colelli, Giancarlo
    SCIENTIA HORTICULTURAE, 2024, 328
  • [24] Classification and authentication of tea according to their geographical origin based on FT-IR fingerprinting using pattern recognition methods
    Esteki, Mahnaz
    Memarbashi, Neda
    Simal-Gandara, Jesus
    JOURNAL OF FOOD COMPOSITION AND ANALYSIS, 2022, 106
  • [25] Discrimination between glutinous and nonglutinous rice by vibrational spectroscopy. I: Comparison of FT-NIR DRIFT, PAS and Raman spectroscopy
    Ootake, Y
    Kokot, S
    JOURNAL OF NEAR INFRARED SPECTROSCOPY, VOL 6 1998, 1998, : 241 - 249
  • [26] Fast discrimination of traditional Chinese medicine according to geographical origins with FTIR spectroscopy and advanced pattern recognition techniques
    Li, Ning
    Wang, Yan
    Xu, Kexin
    OPTICS EXPRESS, 2006, 14 (17): : 7630 - 7635
  • [27] A rapid method for identification of Lanxangia tsaoko origin and fruit shape: FT-NIR combined with chemometrics and image recognition
    He, Gang
    Yang, Shao-bing
    Wang, Yuan-zhong
    JOURNAL OF FOOD SCIENCE, 2024, 89 (04) : 2316 - 2331
  • [28] Tracing Geographical Origins of Teas Based on FT-NIR Spectroscopy: Introduction of Model Updating and Imbalanced Data Handling Approaches
    Hong, Xue-Zhen
    Fu, Xian-Shu
    Wang, Zheng-Liang
    Zhang, Li
    Yu, Xiao-Ping
    Ye, Zi-Hong
    JOURNAL OF ANALYTICAL METHODS IN CHEMISTRY, 2019, 2019
  • [29] Determination of soluble solid content in multi-origin 'Fuji' apples by using FT-NIR spectroscopy and an origin discriminant strategy
    Li, Xiaona
    Huang, Jichao
    Xiong, Yingjun
    Zhou, Jun
    Tan, Xiangyu
    Zhang, Baohua
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 155 : 23 - 31
  • [30] Rapid identification of geographical origin of sea cucumbers Apostichopus japonicus using FT-NIR coupled with light gradient boosting machine
    Sun, Yong
    Liu, Nan
    Kang, Xuming
    Zhao, Yanfang
    Cao, Rong
    Ning, Jinsong
    Ding, Haiyan
    Sheng, Xiaofeng
    Zhou, Deqing
    FOOD CONTROL, 2021, 124