An overview of variable selection methods in multivariate analysis of near-infrared spectra

YH Yun, HD Li, BC Deng, DS Cao - TrAC Trends in Analytical Chemistry, 2019 - Elsevier
With the advances in innovative instrumentation and various valuable applications, near-
infrared (NIR) spectroscopy has become a mature analytical technique in various fields …

Variables selection methods in near-infrared spectroscopy

Z Xiaobo, Z Jiewen, MJW Povey, M Holmes… - Analytica chimica …, 2010 - Elsevier
Near-infrared (NIR) spectroscopy has increasingly been adopted as an analytical tool in
various fields, such as the petrochemical, pharmaceutical, environmental, clinical …

An efficient method of wavelength interval selection based on random frog for multivariate spectral calibration

YH Yun, HD Li, LRE Wood, W Fan, JJ Wang… - … Acta Part A: Molecular …, 2013 - Elsevier
Wavelength selection is a critical step for producing better prediction performance when
applied to spectral data. Considering the fact that the vibrational and rotational spectra have …

Variable selection in near-infrared spectroscopy: benchmarking of feature selection methods on biodiesel data

RM Balabin, SV Smirnov - Analytica chimica acta, 2011 - Elsevier
During the past several years, near-infrared (near-IR/NIR) spectroscopy has increasingly
been adopted as an analytical tool in various fields from petroleum to biomedical sectors …

Near-infrared spectroscopy—Its versatility in analytical chemistry

Y Ozaki - Analytical sciences, 2012 - Springer
The purpose of this review article is to outline recent progress in near-infrared (NIR)
spectroscopy. Some particular emphasis is put on the delineation of its versatility in …

Enhancing model robustness through different optimization methods and 1-D CNN to eliminate the variations in size and detection position for apple SSC …

Y Zheng, Y Cao, J Yang, L Xie - Postharvest Biology and Technology, 2023 - Elsevier
The visible/near-infrared (Vis/NIR) spectroscopy technique has been widely used for the
online detection of soluble solids content (SSC) in apples. However, external factors such as …

Quantitative assessment of wheat quality using near‐infrared spectroscopy: A comprehensive review

Z Du, W Tian, M Tilley, D Wang… - … Reviews in Food …, 2022 - Wiley Online Library
Wheat is one of the most widely cultivated crops throughout the world. A great need exists
for wheat quality assessment for breeding, processing, and products production purposes …

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 …

Using a mobile real-time soil visible-near infrared sensor for high resolution soil property mapping

M Kodaira, S Shibusawa - Geoderma, 2013 - Elsevier
In this study, we developed twelve spectroscopic models based on visible and near-infrared
(Vis–NIR: 305–1700nm) soil reflectance spectra to predict and map at a high spatial …

[图书][B] Handbook of optical sensing of glucose in biological fluids and tissues

VV Tuchin - 2008 - taylorfrancis.com
Although noninvasive, continuous monitoring of glucose concentration in blood and tissues
is one of the most challenging areas in medicine, a wide range of optical techniques has …