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Temperature robust multivariate calibration: an overview of methods for dealing with temperature influences on near infrared spectra

机译:温度稳健的多元校准:处理温度对近红外光谱影响的方法概述

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摘要

Multivariate calibration is a powerful tool for establishing a relationship between spectral variables and properties of interest. Usually, changes in spectral variables are ascribed to changes in the chemical composition of the sample. However, spectral intensities that are measured at varying temperatures do not only change because of changes in sample composition but also respond to the change in temperature. In these cases, multivariate calibration can be (severely) hindered, resulting in a loss of prediction capabilities. This paper provides an overview of the characteristics and possibilities of (most) methods for temperature robust multivariate calibration. The methods are discussed by using two data sets.
机译:多元校准是建立光谱变量与目标特性之间关系的强大工具。通常,光谱变量的变化归因于样品化学成分的变化。但是,在变化的温度下测得的光谱强度不仅会因样品成分的变化而变化,而且还会响应温度的变化。在这些情况下,可能会(严重)阻碍多变量校准,从而导致预测功能丧失。本文概述了温度鲁棒多元校准的(大多数)方法的特点和可能​​性。通过使用两个数据集讨论了这些方法。

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