Honey badger optimizer for extracting the ungiven parameters of PEMFC model: Steady-state assessment
Document Type
Article
Publication Date
2022
Abstract
In this work, a novel attempt is performed to optimally identify the seven ungiven parameters of the proton exchange membrane fuel cells (PEMFCs) steady-state model. A fitness function is adapted to reduce the sum of quadratic errors (SQEs) between the experimentally measured voltages and the corresponding computed values. A honey badger optimizer (HBO) is utilized to minimize the SQEs, exposed to a group of inequality bounds. Three test cases of well-known commercial PEMFCs units as benchmarking are elucidated and discussed over different steady-state operating conditions. Substantial comparisons to the other up-to-date optimizers published in the art-of-literature are provided to appraise the HBO’s viability. It’s worth highlighting that the values of maximum percentage biased voltage deviations for Ballard Mark, SR-12 and 250 W stacks are equal to 2.696%, 0.016% and 1.595%, respectively. Besides, several statistical measures are applied to indicate the proposed HBO robustness and accurateness. Furthermore, a sensitivity study based on SOBOL indicators is performed at which the influence of small deviations of the seven extracted parameters on the PEMFC’s model, is comprehensively illustrated. It can be confirmed that the HBO asserts its capability to tackle this task effectively rather than others. TRANSLATE with x English Arabic Hebrew Polish Bulgarian Hindi Portuguese Catalan Hmong Daw Romanian Chinese Simplified Hungarian Russian Chinese Traditional Indonesian Slovak Czech Italian Slovenian Danish Japanese Spanish Dutch Klingon Swedish English Korean Thai Estonian Latvian Turkish Finnish Lithuanian Ukrainian French Malay Urdu German Maltese Vietnamese Greek Norwegian Welsh Haitian Creole Persian TRANSLATE with COPY THE URL BELOW Back EMBED THE SNIPPET BELOW IN YOUR SITE Enable collaborative features and customize widget: Bing Webmaster Portal Back
Recommended Citation
Ashraf, Hossam; Abdellatif, Sameh Osama Dr; Elkoly, Mahmoud dr; and Elfergany, Attia Prof, "Honey badger optimizer for extracting the ungiven parameters of PEMFC model: Steady-state assessment" (2022). Electrical Engineering. 4.
https://buescholar.bue.edu.eg/elec_eng/4
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