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

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.

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Publication Details

Journal
Frontiers in Energy Research
Published
2024-09-20
DOI
https://doi.org/10.3389/fenrg.2024.1468702
Citations
3
Primary Topic
Fuel Cells and Related Materials
Type
article
Field-Weighted Citation Impact
0.63

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article

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

Misganaw Abebe, Bonyong Koo, Hyunseok Kim, Min-Geun Kim
3 citations
Frontiers in Energy Research
Fuel Cells and Related Materials
0.63
article

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

Misganaw Abebe, Bonyong Koo, Hyunseok Kim, Min-Geun Kim
article en
3 citations

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.

Frontiers in Energy ResearchVol. 12
Seoul National University of Science and Technology (KR), Kunsan National University (KR), Korea Research Institute of Ships and Ocean Engineering, Korea University of Science and Technology (KR)
Ministry of Oceans and Fisheries
Openalex Percentile: Top 31%
Fuel Cells and Related Materials
0.63
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