A review on hybrid strategy-based wavelength selection methods in analysis of near-infrared spectral data

J Fu, HD Yu, Z Chen, YH Yun - Infrared Physics & Technology, 2022 - Elsevier
Wavelength (variable) selection is considered as a means of solving the curse of
dimensionality, which is an important step in multivariate calibration of near-infrared spectra …

Chemometrics in nondestructive quality evaluation

MN Islam - Nondestructive quality assessment techniques for fresh …, 2022 - Springer
Because of the widespread use of nondestructive measurement techniques, such as
spectroscopy, spectral imaging, which allow scientists to swiftly obtain a complete spectrum …

Semi-Supervised Deep Learning-Based Multi-component Spectral Calibration Modeling for UV–vis and Near-Infrared Spectroscopy without Information Loss

F Cheng, C Yang, H Zhu, Y Li, L Lan… - Analytical …, 2023 - ACS Publications
Spectral analysis is an important method for characterizing and identifying chemical species.
However, quantitative spectral analysis of multiple chemical properties in the real world has …

Non-destructive determination of taste-related substances in fresh tea using NIR spectra

F Wang, Q Cao, C Zhao, D Duan, L Chen… - Journal of Food …, 2023 - Springer
Non-destructive determination of taste-related substances using near-infrared spectroscopy
(NIRS) is of great significance for effectively evaluating tea quality. In the present research …

[BOOK][B] Nondestructive quality assessment techniques for fresh fruits and vegetables

PB Pathare, MS Rahman - 2022 - Springer
Quality and safety of fresh fruits and vegetables are of the utmost importance to consumers,
retailers, and processors. Traditional methods of quality evaluation, such as mechanical or …

Quantitative analysis of three ingredients in Salvia miltiorrhiza by near infrared spectroscopy combined with hybrid variable selection strategy

H Ma, Y Zhao, W He, J Wang, Q Hu, K Chen… - … Acta Part A: Molecular …, 2024 - Elsevier
Abstract Rosmarinic acid (RA), Tanshinone IIA (Tan IIA), and Salvianolic acid B (Sal B) are
crucial compounds found in Salvia miltiorrhiza. Quickly predicting these components can aid …

A Novel Variable Selection Method Based on Binning-Normalized Mutual Information for Multivariate Calibration

L Zhong, R Huang, L Gao, J Yue, B Zhao, L Nie, L Li… - Molecules, 2023 - mdpi.com
Variable (wavelength) selection is essential in the multivariate analysis of near-infrared
spectra to improve model performance and provide a more straightforward interpretation …

A hybrid variable selection method combining Fisher's linear discriminant combined population analysis and an improved binary cuckoo search algorithm

S Chen, K Du, B Shan, Q Xu, F Zhang - Analytical Methods, 2024 - pubs.rsc.org
In this paper, a novel hybrid variable selection method for model building by near-infrared
(NIR) spectroscopy is proposed for composition measurement in industrial processes. A …