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Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation

In this study, we performed multi-objective model-based optimization of a potato-frying process balancing between acrylamide production and a quality parameter (yellowness). Solution analysis revealed that, for most of the Pareto solutions, acrylamide levels exceeded the EFSA recommendation. Almost...

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Autores principales: Peñalver-Soto, Jose Lucas, Muñoz-Guillermo, María, Garre, Alberto, Iguaz, Asunción, Fernández, Pablo S., Egea, Jose A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689119/
https://www.ncbi.nlm.nih.gov/pubmed/36429281
http://dx.doi.org/10.3390/foods11223689
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author Peñalver-Soto, Jose Lucas
Muñoz-Guillermo, María
Garre, Alberto
Iguaz, Asunción
Fernández, Pablo S.
Egea, Jose A.
author_facet Peñalver-Soto, Jose Lucas
Muñoz-Guillermo, María
Garre, Alberto
Iguaz, Asunción
Fernández, Pablo S.
Egea, Jose A.
author_sort Peñalver-Soto, Jose Lucas
collection PubMed
description In this study, we performed multi-objective model-based optimization of a potato-frying process balancing between acrylamide production and a quality parameter (yellowness). Solution analysis revealed that, for most of the Pareto solutions, acrylamide levels exceeded the EFSA recommendation. Almost equivalent optimal solutions were found for moderate processing conditions (low temperatures and/or processing times) and the propagation of the uncertainty of the acrylamide production model parameters led to Pareto fronts with notable differences from the one obtained using the nominal parameters, especially in the ranges of high values of acrylamide production and yellowness. These results can help to identify processing conditions to achieve the desired acrylamide/yellowness balance and design more robust processes allowing for the enhancement of flexibility when equivalent optimal solutions can be retrieved.
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spelling pubmed-96891192022-11-25 Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation Peñalver-Soto, Jose Lucas Muñoz-Guillermo, María Garre, Alberto Iguaz, Asunción Fernández, Pablo S. Egea, Jose A. Foods Article In this study, we performed multi-objective model-based optimization of a potato-frying process balancing between acrylamide production and a quality parameter (yellowness). Solution analysis revealed that, for most of the Pareto solutions, acrylamide levels exceeded the EFSA recommendation. Almost equivalent optimal solutions were found for moderate processing conditions (low temperatures and/or processing times) and the propagation of the uncertainty of the acrylamide production model parameters led to Pareto fronts with notable differences from the one obtained using the nominal parameters, especially in the ranges of high values of acrylamide production and yellowness. These results can help to identify processing conditions to achieve the desired acrylamide/yellowness balance and design more robust processes allowing for the enhancement of flexibility when equivalent optimal solutions can be retrieved. MDPI 2022-11-17 /pmc/articles/PMC9689119/ /pubmed/36429281 http://dx.doi.org/10.3390/foods11223689 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Peñalver-Soto, Jose Lucas
Muñoz-Guillermo, María
Garre, Alberto
Iguaz, Asunción
Fernández, Pablo S.
Egea, Jose A.
Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title_full Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title_fullStr Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title_full_unstemmed Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title_short Multiobjective Optimization of a Frying Process Balancing Acrylamide Formation and Quality: Solution Analysis and Uncertainty Propagation
title_sort multiobjective optimization of a frying process balancing acrylamide formation and quality: solution analysis and uncertainty propagation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9689119/
https://www.ncbi.nlm.nih.gov/pubmed/36429281
http://dx.doi.org/10.3390/foods11223689
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