An overview of variable selection methods in multivariate analysis of near-infrared spectra
With the advances in innovative instrumentation and various valuable applications, near-
infrared (NIR) spectroscopy has become a mature analytical technique in various fields …
infrared (NIR) spectroscopy has become a mature analytical technique in various fields …
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 …
dimensionality, which is an important step in multivariate calibration of near-infrared spectra …
[HTML][HTML] Combining Vis-NIR and NIR hyperspectral imaging techniques with a data fusion strategy for the rapid qualitative evaluation of multiple qualities in chicken
X Li, M Cai, M Li, X Wei, Z Liu, J Wang, K Jia, Y Han - Food Control, 2023 - Elsevier
Total volatile basic nitrogen (TVB-N) and total viable count (TVC) are two important
indicators for evaluating and controlling the quality and safety of chicken fillets. The aim of …
indicators for evaluating and controlling the quality and safety of chicken fillets. The aim of …
Rapid detection of chloramphenicol in food using SERS flexible sensor coupled artificial intelligent tools
The abuse of antibiotics is causing gradually increases drug-resistant bacterial strains,
which pose a threat to economic development and human health around the world …
which pose a threat to economic development and human health around the world …
Hyperspectral imaging in combination with data fusion for rapid evaluation of tilapia fillet freshness
HD Yu, LW Qing, DT Yan, G Xia, C Zhang, YH Yun… - Food Chemistry, 2021 - Elsevier
The potential of two different hyperspectral imaging systems (visible near infrared
spectroscopy (Vis-NIR) and NIR) was investigated to determine TVB-N contents in tilapia …
spectroscopy (Vis-NIR) and NIR) was investigated to determine TVB-N contents in tilapia …
Green analytical assay for the quality assessment of tea by using pocket-sized NIR spectrometer
Y Wang, M Li, L Li, J Ning, Z Zhang - Food Chemistry, 2021 - Elsevier
Rapid and low-cost testing tools provide new methods for the evaluation of tea quality. In this
study, a micro near-infrared (NIR) spectrometer was used for the qualitative and quantitative …
study, a micro near-infrared (NIR) spectrometer was used for the qualitative and quantitative …
A hybrid variable selection strategy based on continuous shrinkage of variable space in multivariate calibration
When analyzing high-dimensional near-infrared (NIR) spectral datasets, variable selection
is critical to improving models' predictive abilities. However, some methods have many …
is critical to improving models' predictive abilities. However, some methods have many …
A bootstrapping soft shrinkage approach for variable selection in chemical modeling
In this study, a new variable selection method called bootstrapping soft shrinkage (BOSS)
method is developed. It is derived from the idea of weighted bootstrap sampling (WBS) and …
method is developed. It is derived from the idea of weighted bootstrap sampling (WBS) and …
Hyperspectral imaging combined with convolutional neural network for accurately detecting adulteration in Atlantic salmon
P Li, S Tang, S Chen, X Tian, N Zhong - Food Control, 2023 - Elsevier
Fraud frequently occurs in Atlantic salmon market and is difficult or impossible to detect
through visual inspection. This study was implemented to investigate the potential of two …
through visual inspection. This study was implemented to investigate the potential of two …
Application of visible-near-infrared hyperspectral imaging technology coupled with wavelength selection algorithm for rapid determination of moisture content of …
Z Guo, J Zhang, C Ma, X Yin, Y Guo, X Sun… - Journal of Food …, 2023 - Elsevier
Moisture content is a crucial factor affecting the quality of soybean seeds. However, the
determination of moisture content of soybean seeds is time-consuming and expensive. In …
determination of moisture content of soybean seeds is time-consuming and expensive. In …