Qualitative classification of Dendrobium huoshanense (Feng dou) using fast non-destructive hand-held near infrared spectroscopy. Issue 3 (June 2022)
- Record Type:
- Journal Article
- Title:
- Qualitative classification of Dendrobium huoshanense (Feng dou) using fast non-destructive hand-held near infrared spectroscopy. Issue 3 (June 2022)
- Main Title:
- Qualitative classification of Dendrobium huoshanense (Feng dou) using fast non-destructive hand-held near infrared spectroscopy
- Authors:
- Wang, Fang
Jia, Bin
Dai, Jun
Song, Xiangwen
Li, Xiaoli
Gao, Haidi
Yan, Hui
Han, Bangxing - Abstract:
- Because of the similar appearance and properties of different quality grades of the product, super Dendrobium huoshanense could be easily adulterated with first-grade D. huoshanense and second-grade D. huoshanense products, thereby affecting its clinical application and causing market distortion. In this study, a combination of hand-held near infrared spectroscopy and chemometrics was used to classify different grades of D. huoshanense . The standard normal variate was employed to preprocess the original near infrared spectra, following which linear analysis models (principal component analysis (PCA), linear discriminant analysis (LDA), partial least squares discriminant analysis (PLSDA), and a non-linear support vector machine (SVM) model, were utilized to establish the identification models. The results showed that PCA analysis could not identify the three grades of D. huoshanense, and the LDA analysis could distinguish the second-grade from the other two grades. The PLSDA model resulted in prediction accuracies for the calibration cross-validation, and test sets of 91.83%, 83.58%, and 84.29%, respectively. Unfortunately, the super and first-grade D. huoshanense were not identified by the linear analysis model. Further analysis was performed with a non-linear model, where SVM was used to analyze all grades of D. huoshanense . The recognition rate of thel training set and validation set were 88% and 84%, respectively. All in all, the use of a hand-held near infraredBecause of the similar appearance and properties of different quality grades of the product, super Dendrobium huoshanense could be easily adulterated with first-grade D. huoshanense and second-grade D. huoshanense products, thereby affecting its clinical application and causing market distortion. In this study, a combination of hand-held near infrared spectroscopy and chemometrics was used to classify different grades of D. huoshanense . The standard normal variate was employed to preprocess the original near infrared spectra, following which linear analysis models (principal component analysis (PCA), linear discriminant analysis (LDA), partial least squares discriminant analysis (PLSDA), and a non-linear support vector machine (SVM) model, were utilized to establish the identification models. The results showed that PCA analysis could not identify the three grades of D. huoshanense, and the LDA analysis could distinguish the second-grade from the other two grades. The PLSDA model resulted in prediction accuracies for the calibration cross-validation, and test sets of 91.83%, 83.58%, and 84.29%, respectively. Unfortunately, the super and first-grade D. huoshanense were not identified by the linear analysis model. Further analysis was performed with a non-linear model, where SVM was used to analyze all grades of D. huoshanense . The recognition rate of thel training set and validation set were 88% and 84%, respectively. All in all, the use of a hand-held near infrared spectrometer combined with chemometrics could identify the quality grade of D. huoshanense samples on-site in real-time, and provide a simple, fast, and reliable method for the quality control of the traditional Chinese medicine herb of D. huoshanense . … (more)
- Is Part Of:
- Journal of near infrared spectroscopy. Volume 30:Issue 3(2022)
- Journal:
- Journal of near infrared spectroscopy
- Issue:
- Volume 30:Issue 3(2022)
- Issue Display:
- Volume 30, Issue 3 (2022)
- Year:
- 2022
- Volume:
- 30
- Issue:
- 3
- Issue Sort Value:
- 2022-0030-0003-0000
- Page Start:
- 147
- Page End:
- 153
- Publication Date:
- 2022-06
- Subjects:
- traditional Chinese medicine -- Dendrobium huoshanense -- discrimination modelling -- fraud detection -- hand-held near infrared spectroscopy -- chemometrics -- rapid detection
Near infrared spectroscopy -- Periodicals
543.5 - Journal URLs:
- http://www.uk.sagepub.com/home.nav ↗
http://www.nirpublications.com/jnirs.html ↗
http://journals.sagepub.com/toc/JNS/current ↗ - DOI:
- 10.1177/09670335221078354 ↗
- Languages:
- English
- ISSNs:
- 0967-0335
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20706.xml