[HTML][HTML] A review of machine learning for near-infrared spectroscopy

W Zhang, LC Kasun, QJ Wang, Y Zheng, Z Lin - Sensors, 2022 - mdpi.com
The analysis of infrared spectroscopy of substances is a non-invasive measurement
technique that can be used in analytics. Although the main objective of this study is to …

[HTML][HTML] Current application of advancing spectroscopy techniques in food analysis: data handling with chemometric approaches

M Kharbach, M Alaoui Mansouri, M Taabouz, H Yu - Foods, 2023 - mdpi.com
In today's era of increased food consumption, consumers have become more demanding in
terms of safety and the quality of products they consume. As a result, food authorities are …

Broadband near-infrared (NIR) emission realized by the crystal-field engineering of Y 3− x Ca x Al 5− x Si x O 12: Cr 3+(x= 0–2.0) garnet phosphors

M Mao, T Zhou, H Zeng, L Wang, F Huang… - Journal of Materials …, 2020 - pubs.rsc.org
The rapid development of portable spectrometers has evoked a large demand for minimized
light sources; meanwhile, NIR phosphor-converted light-emitting diodes (NIR pc-LEDs) are …

Near infrared spectroscopy combined with chemometrics for quantitative analysis of corn oil in edible blend oil

H Zhang, X Hu, L Liu, J Wei, X Bian - Spectrochimica Acta Part A: Molecular …, 2022 - Elsevier
In this study, near infrared (NIR) spectroscopy combined with chemometrics was used for the
quantitative analysis of corn oil in binary to hexanary edible blend oil. Sesame oil, soybean …

A selective ensemble preprocessing strategy for near-infrared spectral quantitative analysis of complex samples

X Bian, K Wang, E Tan, P Diwu, F Zhang… - … and Intelligent Laboratory …, 2020 - Elsevier
Preprocessing of raw near-infrared (NIR) spectra is typically required prior to multivariate
calibration since the measured spectra of complex samples are often subject to …

Rapid detection of saffron (Crocus sativus L.) Adulterated with lotus stamens and corn stigmas by near-infrared spectroscopy and chemometrics

S Li, B Xing, D Lin, H Yi, Q Shao - Industrial Crops and Products, 2020 - Elsevier
Counterfeiting and adulteration have seriously affects the products quality. Saffron is the
world's most expensive medicinal plant, an excellent dye, and a high-grade spice. To reduce …

Rapid determination of hemoglobin concentration by a novel ensemble extreme learning machine method combined with near-infrared spectroscopy

K Wang, X Bian, M Zheng, P Liu, L Lin, X Tan - Spectrochimica Acta Part A …, 2021 - Elsevier
A novel ensemble extreme learning machine (ELM) approach that combines Monte Carlo
(MC) sampling and least absolute shrinkage and selection operator (LASSO), named as MC …

Quantitative analysis of polycyclic aromatic hydrocarbons in soil by infrared spectroscopy combined with hybrid variable selection strategy and partial least squares

M Li, Y Feng, Y Yu, T Zhang, C Yan, H Tang… - … Acta Part A: Molecular …, 2021 - Elsevier
Infrared spectroscopy (IR) combined with multivariate calibration technology can be used as
a potential method to quantitative analysis of polycyclic aromatic hydrocarbons (PAHs) in …

Amazonian cacao-clone nibs discrimination using NIR spectroscopy coupled to naïve Bayes classifier and a new waveband selection approach

W Castro, M De-la-Torre, H Avila-George… - … Acta Part a: Molecular …, 2022 - Elsevier
Abstract Near-Infrared Spectroscopy (NIRS) has shown to be helpful in the study of rice, tea,
cocoa, and other foods due to its versatility and reduced sample treatment. However, the …

Near-infrared spectroscopy and HPLC combined with chemometrics for comprehensive evaluation of six organic acids in Ginkgo biloba leaf extract

S Zhang, X Gong, H Qu - Journal of Pharmacy and …, 2022 - academic.oup.com
Objectives To investigate the feasibility of using near-infrared spectroscopy for rapid
determination of main organic acids in Ginkgo biloba leaf extract (EGBL). Methods Main …