[HTML][HTML] Are standard sample measurements still needed to transfer multivariate calibration models between near-infrared spectrometers? The answer is not always

P Mishra, R Nikzad-Langerodi, F Marini… - TrAC Trends in …, 2021 - Elsevier
Calibration transfer (CT) refers to the set of chemometric techniques used to transfer (near-
infrared) calibration models between spectrometers. The requirement of traditional CT …

Calibration update and drift correction for electronic noses and tongues

A Rudnitskaya - Frontiers in chemistry, 2018 - frontiersin.org
One of the obstacles to the wider practical use of the multisensor systems for gas and liquid
analysis—electronic noses and tongues, is the limited temporal validity of the multivariate …

Long-term evaluation of soluble solids content of apples with biological variability by using near-infrared spectroscopy and calibration transfer method

S Fan, J Li, Y Xia, X Tian, Z Guo, W Huang - Postharvest Biology and …, 2019 - Elsevier
The long-term performance of a near-infrared (NIR) calibration model for soluble solids
content (SSC) prediction has been investigated using apples with biological variability …

Chemometric methods in analytical spectroscopy technology

Y Huang - Chemometric Methods in Analytical Spectroscopy …, 2022 - Springer
In recent decades, with the rapid development of artificial intelligence, data mining, and
cloud computing, new chemometric methods have sprung up and become one of the fastest …

A chemometrician's guide to transfer learning

R Nikzad‐Langerodi, E Andries - Journal of Chemometrics, 2021 - Wiley Online Library
Transfer learning (TL), the sub‐discipline of machine learning devoted to learning from
different domains, has gained increasing attention over the past decade. With the current …

A deep learning approach to improving spectral analysis of fruit quality under interseason variation

J Yang, X Luo, X Zhang, D Passos, L Xie, X Rao, H Xu… - Food Control, 2022 - Elsevier
Abstract Model updating for developed calibrations is critical for robust spectral analysis in
fruit quality control. Existing methods have limitations that usually need sufficient samples for …

Improved principal component analysis (IPCA): a novel method for quantitative calibration transfer between different near-infrared spectrometers

H Zhang, H Tan, B Lin, X Yang, Z Sun, L Zhong, L Gao… - Molecules, 2023 - mdpi.com
Given the labor-consuming nature of model establishment, model transfer has become a
considerable topic in the study of near-infrared (NIR) spectroscopy. Recently, many new …

Linear model correction: A method for transferring a near-infrared multivariate calibration model without standard samples

Y Liu, W Cai, X Shao - Spectrochimica Acta Part A: Molecular and …, 2016 - Elsevier
Calibration transfer is essential for practical applications of near infrared (NIR) spectroscopy
because the measurements of the spectra may be performed on different instruments and …

Standardization of near infrared spectra measured on multi-instrument

Y Liu, W Cai, X Shao - Analytica chimica acta, 2014 - Elsevier
Calibration model transfer is essential for practical applications of near infrared (NIR)
spectroscopy because the measurements of the spectra may be performed on different …

Overview of two‐norm (L2) and one‐norm (L1) Tikhonov regularization variants for full wavelength or sparse spectral multivariate calibration models or maintenance

JH Kalivas - Journal of Chemometrics, 2012 - Wiley Online Library
Building a multivariate calibration model is typically accomplished using partial least
squares, principal component regression, or ridge regression, also derived as the standard …