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Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel

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dc.contributor.authorAbebe, Misganaw-
dc.contributor.authorKoo, Bonyong-
dc.contributor.authorKim, Min-Geun-
dc.contributor.author김현석-
dc.date.accessioned2025-01-08T06:30:34Z-
dc.date.available2025-01-08T06:30:34Z-
dc.date.issued2024-09-
dc.identifier.issn2296-598X-
dc.identifier.urihttps://www.kriso.re.kr/sciwatch/handle/2021.sw.kriso/10655-
dc.description.abstractIn a fuel cell, flow channels are crucial components responsible for various essential functions that enable the system to operate effectively. The design of a directly coupled flow channel in a Proton Exchange Membrane Fuel Cell (PEMFC) system, assuming deterministic parameters, has been extensively studied. However, this deterministic approach neglects the inherent uncertainties in system performance during real-life operation, resulting in potentially unreliable and suboptimal performance. To address this issue, we propose a reliability-based design optimization (RBDO) of the PEMFC’s channel structure, considering uncertainties in operating parameters. This paper presents a numerical model of the PEMFC in COMSOL, deterministic designs, reliability-based designs and a global sensitivity analysis on the PEMFC cell’s potential output and average water activity on the membrane. Although the RBDO approach shows a reduction in cell efficiency compared to the deterministic design, it significantly improves reliability, with increases from 60.92% to 95.10% for cell potential and from 79.31% to 96.85% for water activity. Copyright ? 2024 Abebe, Koo, Kim and Kim.-
dc.language영어-
dc.language.isoENG-
dc.publisherFrontiers Media SA-
dc.titleSurrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel-
dc.typeArticle-
dc.publisher.location스위스-
dc.identifier.doi10.3389/fenrg.2024.1468702-
dc.identifier.scopusid2-s2.0-85205968614-
dc.identifier.bibliographicCitationFrontiers in Energy Research, v.12-
dc.citation.titleFrontiers in Energy Research-
dc.citation.volume12-
dc.type.docTypeArticle-
dc.description.isOpenAccessY-
dc.description.journalRegisteredClassscie-
dc.description.journalRegisteredClassscopus-
dc.subject.keywordAuthorreliability-based design optimization-
dc.subject.keywordAuthorsobol sensitivity analysis-
dc.subject.keywordAuthorsurrogate model-
dc.subject.keywordAuthorflow channel-
dc.subject.keywordAuthorproton exchange membrane fuel cell-
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친환경해양개발연구본부 (친환경연료추진연구센터)
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