Surrogate-assisted reliability-based design optimization of PEMFC serpentine flow channelopen access
- Authors
- Abebe, Misganaw; Koo, Bonyong; Kim, Min-Geun; 김현석
- Issue Date
- 9월-2024
- Publisher
- Frontiers Media SA
- Keywords
- reliability-based design optimization; sobol sensitivity analysis; surrogate model; flow channel; proton exchange membrane fuel cell
- Citation
- Frontiers in Energy Research, v.12
- Journal Title
- Frontiers in Energy Research
- Volume
- 12
- URI
- https://www.kriso.re.kr/sciwatch/handle/2021.sw.kriso/10655
- DOI
- 10.3389/fenrg.2024.1468702
- ISSN
- 2296-598X
- 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.
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