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STEADY-STATE MODELLING OF PEM FUEL CELLS USING GRADIENT-BASED OPTIMIZER

SEPTEMBER 2021   -  Volume: 96 -  Pages: 520-527

DOI:

https://doi.org/10.6036/10099

Authors:

SALAH KAMAL EELSAYED - AHMED AGWA -
EHAB ELSAYED ELATTAR
-
ATTIA EL-FERGANY

Disciplines:

  • Computer Sciences (ARTIFICIAL INTELLIGENCE / INTELIGENCIA ARTIFICIAL )
  • INFORMATION TECHNOLOGY AND KNOWLEDGE (INGENIERIA DEL SOFTWARE )
  • INFORMATION TECHNOLOGY AND KNOWLEDGE (OPTIMIZACION Y CONTROL )

Downloads:   268

Cites in Web of Science:  5

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Received Date :   11 February 2021

Reviewing Date :   16 February 2021

Accepted Date :   16 March 2021


Key words:
Modelling of PEMFCs, I-V characteristics, Parameter extraction, Optimization methods, Gradient-based optimizer, Modelización de PEMFC, características I-V, extracción de parámetros, métodos de optimización, optimizador basado en gradientes
Article type:
ARTICULO DE INVESTIGACION / RESEARCH ARTICLE
Section:
RESEARCH ARTICLES

The accuracy of fuel cell (FC) models is important for the further numerical simulations and analysis at several conditions. The electrical (I-V) characteristic of the polymer exchange membrane fuel cells (PEMFCs) has high degree of nonlinearity comprising uncertain seven parameters as they aren’t given in fabricator's datasheets. These seven parameters need to be obtained to have the PEMFC model in order. This research addresses an up-to-date application of the gradient-based optimizer (GBO) to generate the best estimated values of such uncertain parameters. The estimation of these uncertain parameters is adapted as optimization problem having a cost function (CF) subjects to set of self-constrained limits. Three test cases of widely used PEMFCs units; namely, SR-12, 250-W module and NedStack PS6 to appraise the performance of the GBO are demonstrated and analyzed. The best values of the CF are 0.000142, 0.33598, and 2.10025 V2 for SR-12, 250-W module and NedStack PS6; respectively. Furthermore, the assessment of the GBO-based model is made by comparing its obtained results with the experiential results of these typical PEMFCs plus comparisons to other methods. At a due stage, many scenarios as a result of operating variations in regard to inlet regulation pressures and unit temperatures are performed. The copped reported results of the studied scenarios indicate the effectiveness of the GBO in establishing an accurate PEMFC model.

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