TY - JOUR
T1 - Dynamic modeling of a proton-exchange membrane fuel cell using a gaussian approach
AU - González-Castaño, Catalina
AU - Lorente-Leyva, Leandro L.
AU - Alpala, Janeth
AU - Revelo-Fuelagán, Javier
AU - Peluffo-Ordóñez, Diego H.
AU - Restrepo, Carlos
N1 - Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2021/12
Y1 - 2021/12
N2 - 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.
AB - 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.
KW - Diffusive model
KW - Evolution strategy
KW - Gaussian model
KW - Proton exchange membrane fuel cell
KW - Voltage-current dynamic response
UR - http://www.scopus.com/inward/record.url?scp=85120611781&partnerID=8YFLogxK
U2 - 10.3390/membranes11120953
DO - 10.3390/membranes11120953
M3 - Article
AN - SCOPUS:85120611781
SN - 2077-0375
VL - 11
JO - Membranes
JF - Membranes
IS - 12
M1 - 953
ER -