Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1784836448068829184 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9689119 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT penalversotojoselucas multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation AT munozguillermomaria multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation AT garrealberto multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation AT iguazasuncion multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation AT fernandezpablos multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation AT egeajosea multiobjectiveoptimizationofafryingprocessbalancingacrylamideformationandqualitysolutionanalysisanduncertaintypropagation |