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Optimization of fuel cell bipolar plate using genetic algorithm and lumped parameter method: A novel approach for large-scale mobility applications

Author

Listed:
  • Hyun, Daeil
  • Kim, Wonsuk
  • Han, Jaeyoung

Abstract

This study proposes an optimization design methodology for proton exchange membrane fuel cells for high-power applications. To achieve this, the PEMFC-LPM model, serving as an optimization design tool, integrates the lumped parameter method and genetic algorithm to optimize bipolar plate geometry and predict stack performance. Initially, the PEMFC-LPM model is initialized based on CFD analysis results, in which novel equations for the transfer coefficient profile and equivalent length coefficient are introduced to simulate nonlinear system characteristics. As a result, the initialized model predicts CFD results within a ±3 % error margin. Furthermore, using the weight and pressure drop of the bipolar plate as objective functions, the optimized design shows a 5.7 % weight reduction compared to the reference model, with pressure drop decreasing by 16.8 % and 32.2 % in the anode and cathode, respectively. Additionally, the maximum power density shows a 6 % increase with the expanded useable current density range. Consequently, the program can be utilized for designing prototypes with different levels of power output and establishing optimal control strategies. Furthermore, it effectively analyzes the relationship between stack weight and output for high-power applications, ultimately contributing to performance prediction and design optimization in mobility applications.

Suggested Citation

  • Hyun, Daeil & Kim, Wonsuk & Han, Jaeyoung, 2025. "Optimization of fuel cell bipolar plate using genetic algorithm and lumped parameter method: A novel approach for large-scale mobility applications," Energy, Elsevier, vol. 334(C).
  • Handle: RePEc:eee:energy:v:334:y:2025:i:c:s0360544225034437
    DOI: 10.1016/j.energy.2025.137801
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    References listed on IDEAS

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    1. Qiu, Diankai & Peng, Linfa & Yi, Peiyun & Lehnert, Werner & Lai, Xinmin, 2021. "Review on proton exchange membrane fuel cell stack assembly: Quality evaluation, assembly method, contact behavior and process design," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    2. Cai, Genchun & Liang, Yunmin & Liu, Zhichun & Liu, Wei, 2020. "Design and optimization of bio-inspired wave-like channel for a PEM fuel cell applying genetic algorithm," Energy, Elsevier, vol. 192(C).
    3. Farshid Mahmouditabar & Nick J. Baker, 2023. "Design Optimization of Induction Motors with Different Stator Slot Rotor Bar Combinations Considering Drive Cycle," Energies, MDPI, vol. 17(1), pages 1-26, December.
    4. Wang, Wen-Qi & Li, Ming-Jia & Jiang, Rui & Cheng, Ze-Dong & He, Ya-Ling, 2022. "A comparison between lumped parameter method and computational fluid dynamics method for steady and transient optical-thermal characteristics of the molten salt receiver in solar power tower," Energy, Elsevier, vol. 245(C).
    5. Atak, Nisa Nur & Dogan, Battal & Yesilyurt, Murat Kadir, 2023. "Investigation of the performance parameters for a PEMFC by thermodynamic analyses: Effects of operating temperature and pressure," Energy, Elsevier, vol. 282(C).
    Full references (including those not matched with items on IDEAS)

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