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Uncertainty-driven Model-based Search Methods for Method Development in Liquid Chromatography

delete2026-05-07
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PRE
AI
L
Leon E. Niezen
D
Deirdre Cabooter
G
Gert Desmet *
DOI:10.1016/j.chroma.2026.467071delete
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Abstract

Abstract

En 中文
• Model-based method development is equipped with a predictive uncertainty function. • Resulting uncertainty patterns are used in a novel uncertainty-driven search approach. • Uncertainty-driven searches can outperform a conventional CRF-driven approach. • Advantage becomes most apparent when peak detection is most difficult.
Keywords:
Model-based search
Uncertainty-driven approach
Liquid chromatography
Peak detection
Method development

Journal

Journal of Chromatography A cover
Journal of Chromatography A
IF:
4
Papers:
3.2W
Citations:
5.0W

Organization

C
chemical engineering
Scholars:
1.1K
Papers: 492
Citations: 0
P
pharmaceutical and pharmacological sciences
Scholars:
67
Papers: 27
Citations: 0