Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Abebe, Misganaw | - |
dc.contributor.author | Koo, Bonyong | - |
dc.contributor.author | Kim, Min-Geun | - |
dc.contributor.author | 김현석 | - |
dc.date.accessioned | 2025-01-08T06:30:34Z | - |
dc.date.available | 2025-01-08T06:30:34Z | - |
dc.date.issued | 2024-09 | - |
dc.identifier.issn | 2296-598X | - |
dc.identifier.uri | https://www.kriso.re.kr/sciwatch/handle/2021.sw.kriso/10655 | - |
dc.description.abstract | In 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.language | 영어 | - |
dc.language.iso | ENG | - |
dc.publisher | Frontiers Media SA | - |
dc.title | Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channel | - |
dc.type | Article | - |
dc.publisher.location | 스위스 | - |
dc.identifier.doi | 10.3389/fenrg.2024.1468702 | - |
dc.identifier.scopusid | 2-s2.0-85205968614 | - |
dc.identifier.bibliographicCitation | Frontiers in Energy Research, v.12 | - |
dc.citation.title | Frontiers in Energy Research | - |
dc.citation.volume | 12 | - |
dc.type.docType | Article | - |
dc.description.isOpenAccess | Y | - |
dc.description.journalRegisteredClass | scie | - |
dc.description.journalRegisteredClass | scopus | - |
dc.subject.keywordAuthor | reliability-based design optimization | - |
dc.subject.keywordAuthor | sobol sensitivity analysis | - |
dc.subject.keywordAuthor | surrogate model | - |
dc.subject.keywordAuthor | flow channel | - |
dc.subject.keywordAuthor | proton exchange membrane fuel cell | - |
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