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Main Authors:	Gharbi, Mouna, Villa, Silvia, Chouzenoux, Emilie, Pesquet, Jean-Christophe, Duval, Laurent
Format:	Preprint
Published:	2025
Subjects:	Signal Processing Machine Learning Chemical Physics
Online Access:	https://arxiv.org/abs/2510.18760
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author	Gharbi, Mouna Villa, Silvia Chouzenoux, Emilie Pesquet, Jean-Christophe Duval, Laurent
author_facet	Gharbi, Mouna Villa, Silvia Chouzenoux, Emilie Pesquet, Jean-Christophe Duval, Laurent
contents	Data restoration from degraded observations, of sparsity hypotheses, is an active field of study. Traditional iterative optimization methods are now complemented by deep learning techniques. The development of unfolded methods benefits from both families. We carry out a comparative study of three architectures on parameterized chromatographic signal databases, highlighting the performance of these approaches, especially when employing metrics adapted to physico-chemical peak signal characterization.
format	Preprint
id	arxiv_https___arxiv_org_abs_2510_18760
institution	arXiv
publishDate	2025
record_format	arxiv
spellingShingle	Analyse comparative d'algorithmes de restauration en architecture dépliée pour des signaux chromatographiques parcimonieux Gharbi, Mouna Villa, Silvia Chouzenoux, Emilie Pesquet, Jean-Christophe Duval, Laurent Signal Processing Machine Learning Chemical Physics Data restoration from degraded observations, of sparsity hypotheses, is an active field of study. Traditional iterative optimization methods are now complemented by deep learning techniques. The development of unfolded methods benefits from both families. We carry out a comparative study of three architectures on parameterized chromatographic signal databases, highlighting the performance of these approaches, especially when employing metrics adapted to physico-chemical peak signal characterization.
title	Analyse comparative d'algorithmes de restauration en architecture dépliée pour des signaux chromatographiques parcimonieux
topic	Signal Processing Machine Learning Chemical Physics
url	https://arxiv.org/abs/2510.18760

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