Hyperspectral imaging technology distinguishes between Puerariae Lobatae Radix and Puerariae Lobatae Caulis.
10.19540/j.cnki.cjcmm.20230515.103
- Author:
Lei ZHANG
1
;
Yu-Ping ZHAO
1
;
Kun-Kun PANG
2
;
Song-Bin ZHOU
2
;
Yi-Sen LIU
2
Author Information
1. School of Pharmacy,Jiangxi University of Chinese Medicine Nanchang 330004,China China Academy of Chinese Medical Sciences Beijing 100700,China.
2. Guangdong Institute of Intelligent Manufacturing,Guangdong Academy of Sciences Guangzhou 510070,China.
- Publication Type:Journal Article
- Keywords:
Puerariae Lobatae Caulis;
Puerariae Lobatae Radix;
hyperspectral imaging technology;
multi-layer perceptron;
rapid identification
- MeSH:
Pueraria;
Hyperspectral Imaging;
Medicine, Chinese Traditional;
Algorithms;
Neural Networks, Computer
- From:
China Journal of Chinese Materia Medica
2023;48(16):4362-4369
- CountryChina
- Language:Chinese
-
Abstract:
Puerariae Lobatae Radix, the dried root of Pueraria lobata, is a traditional Chinese medicine with a long history. Puerariae Lobatae Caulis as an adulterant is always mixed into Puerariae Lobatae Radix for sales in the market. This study employed hyperspectral imaging(HSI) to distinguish between the two products. VNIR lens(spectral scope of 410-990 nm) and SWIR lens(spectral scope of 950-2 500 nm) were used for image acquiring. Multi-layer perceptron(MLP), partial least squares discriminant analysis(PLS-DA), and support vector machine(SVM) were employed to establish the full-waveband models and select the effective wavelengths for the distinguishing between Puerariae Lobatae Caulis and Puerariae Lobatae Radix, which provided technical and data support for the development of quick inspection equipment based on HSI. The results showed that MLP model outperformed PLS-DA and SVM models in the accuracy of discrimination with full wavebands in VNIR, SWIR, and VNIR+SWIR lens, which were 95.26%, 99.11%, and 99.05%, respectively. The discriminative band selection(DBS) algorithm was employed to select the effective wavelengths, and the discrimination accuracy was 93.05%, 98.05%, and 98.74% in the three different spectral scopes, respectively. On this basis, the MLP model combined with the effective wavelengths within the range of 2 100-2 400 nm can achieve the accuracy of 97.74%, which was close to that obtained with the full waveband. This waveband can be used to develop quick inspection devices based on HSI for the rapid and non-destructive distinguishing between Puerariae Lobatae Radix and Puerariae Lobatae Caulis.
