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Are We There Yet? Is There Such a Thing as an Expert Calibration System for Vibrational Spectroscopy?

Authors :
Workman Jr., Jerome
Mark, Howard
Source :
Spectroscopy. Aug2024, Vol. 39 Issue 6, p12-30. 4p.
Publication Year :
2024

Abstract

The development of an expert calibration system (ECS) for spectroscopic-based process analytical chemistry would be a significant advancement aimed at automating the creation of high-quality calibration models for standard zero-order and first-order calibrations as well as multidimensional imaging applications. The concept of ECS would seek to reduce the reliance on users’ extensive knowledge of chemometrics all the while leveraging their domain knowledge and understanding of specific sample physical and chemical properties. By providing automated tools and guidance, an ECS would aim to streamline the calibration process, improve calibration transfer, enhance operator efficiency, and improve the overall consistency and reliability of analytical results produced using advanced chemometrics and machine earning techniques. In this article, we resurrect the discussion from nearly three decades ago. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08876703
Volume :
39
Issue :
6
Database :
Academic Search Index
Journal :
Spectroscopy
Publication Type :
Periodical
Accession number :
179095441
Full Text :
https://doi.org/10.56530/spectroscopy.ex4175c3