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Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach

This paper proposes a Gaussian approach for the proton-exchange membrane fuel cell (PEMFC) model that estimates its voltage behavior from the operating current value. A multi-parametric Gaussian model and an unconstrained optimization formulation based on a conventional non-linear least squares opti...

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Autores principales: González-Castaño, Catalina, Lorente-Leyva, Leandro L., Alpala, Janeth, Revelo-Fuelagán, Javier, Peluffo-Ordóñez, Diego H., Restrepo, Carlos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8705013/
https://www.ncbi.nlm.nih.gov/pubmed/34940454
http://dx.doi.org/10.3390/membranes11120953
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author González-Castaño, Catalina
Lorente-Leyva, Leandro L.
Alpala, Janeth
Revelo-Fuelagán, Javier
Peluffo-Ordóñez, Diego H.
Restrepo, Carlos
author_facet González-Castaño, Catalina
Lorente-Leyva, Leandro L.
Alpala, Janeth
Revelo-Fuelagán, Javier
Peluffo-Ordóñez, Diego H.
Restrepo, Carlos
author_sort González-Castaño, Catalina
collection PubMed
description This paper proposes a Gaussian approach for the proton-exchange membrane fuel cell (PEMFC) model that estimates its voltage behavior from the operating current value. A multi-parametric Gaussian model and an unconstrained optimization formulation based on a conventional non-linear least squares optimizer is mainly considered. The model is tested using experimental data from the Ballard Nexa 1.2 kW fuel cell (FC). This methodology offers a promising approach for static and current-voltage, characteristic of the three regions of operation. A statistical study is developed to evaluate the effectiveness and superiority of the proposed FC Gaussian model compared with the Diffusive Global model and the Evolution Strategy. In addition, an approximation to the exponential function for a Gaussian model simplification can be used in systems that require real-time emulators or complex long-time simulations.
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spelling pubmed-87050132021-12-25 Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach González-Castaño, Catalina Lorente-Leyva, Leandro L. Alpala, Janeth Revelo-Fuelagán, Javier Peluffo-Ordóñez, Diego H. Restrepo, Carlos Membranes (Basel) Article This paper proposes a Gaussian approach for the proton-exchange membrane fuel cell (PEMFC) model that estimates its voltage behavior from the operating current value. A multi-parametric Gaussian model and an unconstrained optimization formulation based on a conventional non-linear least squares optimizer is mainly considered. The model is tested using experimental data from the Ballard Nexa 1.2 kW fuel cell (FC). This methodology offers a promising approach for static and current-voltage, characteristic of the three regions of operation. A statistical study is developed to evaluate the effectiveness and superiority of the proposed FC Gaussian model compared with the Diffusive Global model and the Evolution Strategy. In addition, an approximation to the exponential function for a Gaussian model simplification can be used in systems that require real-time emulators or complex long-time simulations. MDPI 2021-12-01 /pmc/articles/PMC8705013/ /pubmed/34940454 http://dx.doi.org/10.3390/membranes11120953 Text en © 2021 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
González-Castaño, Catalina
Lorente-Leyva, Leandro L.
Alpala, Janeth
Revelo-Fuelagán, Javier
Peluffo-Ordóñez, Diego H.
Restrepo, Carlos
Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title_full Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title_fullStr Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title_full_unstemmed Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title_short Dynamic Modeling of a Proton-Exchange Membrane Fuel Cell Using a Gaussian Approach
title_sort dynamic modeling of a proton-exchange membrane fuel cell using a gaussian approach
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8705013/
https://www.ncbi.nlm.nih.gov/pubmed/34940454
http://dx.doi.org/10.3390/membranes11120953
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