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Intelligent diagnosis of proton exchange membrane fuel cell water states based on flooding-specificity experiment and deep learning method

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Listed:
  • Zhang, Yuqi
  • Li, Yu
  • Zhang, Caizhi
  • Yang, Yunzi
  • Yu, Xingzi
  • Niu, Tong
  • Wang, Lei
  • Wang, Gucheng

Abstract

Flood-related malfunctions stand out as a primary impediment, constraining the effective and consistent functioning of proton exchange membrane fuel cells (PEMFC). This study firstly confirmed the correlation between health characteristic and PEMFC watering based on flooding-specificity experiment of PEMFC. In addition, a new index of iterative power drop was calculated, which could reflect the effect of the set operation condition on the stack water states timely. Moreover, this study took into account that not only normal state and flooded state, but also the mutual transformation stages between the two have the monitoring significance. Finally, a data-driven method was deployed to further delineate the three-classification diagnosis of the water states inside the stack and the diagnostic accuracy had been reached to 99.5 %. The proposed new index and water states definition method could open up new ideas for improving the durability and hydrogen consumption economy of PEMFC.

Suggested Citation

  • Zhang, Yuqi & Li, Yu & Zhang, Caizhi & Yang, Yunzi & Yu, Xingzi & Niu, Tong & Wang, Lei & Wang, Gucheng, 2024. "Intelligent diagnosis of proton exchange membrane fuel cell water states based on flooding-specificity experiment and deep learning method," Renewable Energy, Elsevier, vol. 222(C).
    • Handle: RePEc:eee:renene:v:222:y:2024:i:c:s0960148124000314
    DOI: 10.1016/j.renene.2024.119966
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    References listed on IDEAS

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    1. Chen, Ben & Cai, Yonghua & Yu, Yi & Wang, Jun & Tu, Zhengkai & Chan, Siew Hwa, 2017. "Gas purging effect on the degradation characteristic of a proton exchange membrane fuel cell with dead-ended mode operation II. Under different operation pressures," Energy, Elsevier, vol. 131(C), pages 50-57.
    2. Zhang, Jingjing & Wang, Biao & Jin, Junhong & Yang, Shenglin & Li, Guang, 2022. "A review of the microporous layer in proton exchange membrane fuel cells: Materials and structural designs based on water transport mechanism," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    3. Zhang, Caizhi & Zhang, Yuqi & Wang, Lei & Deng, Xiaozhi & Liu, Yang & Zhang, Jiujun, 2023. "A health management review of proton exchange membrane fuel cell for electric vehicles: Failure mechanisms, diagnosis techniques and mitigation measures," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    4. Ijaodola, O.S. & El- Hassan, Zaki & Ogungbemi, E. & Khatib, F.N. & Wilberforce, Tabbi & Thompson, James & Olabi, A.G., 2019. "Energy efficiency improvements by investigating the water flooding management on proton exchange membrane fuel cell (PEMFC)," Energy, Elsevier, vol. 179(C), pages 246-267.
    5. Deng, Zhihua & Chen, Qihong & Zhang, Liyan & Zhou, Keliang & Zong, Yi & Fu, Zhichao & Liu, Hao, 2021. "Data-driven reconstruction of interpretable model for air supply system of proton exchange membrane fuel cell," Applied Energy, Elsevier, vol. 299(C).
    6. Ling, C.Y. & Cao, H. & Chen, Y. & Han, M. & Birgersson, E., 2016. "Compact open cathode feed system for PEMFCs," Applied Energy, Elsevier, vol. 164(C), pages 670-675.
    7. Huang, Weifeng & Niu, Tong & Zhang, Caizhi & Fu, Zuhang & Zhang, Yuqi & Zhou, Weijiang & Pan, Zehua & Zhang, Kaiqing, 2023. "Experimental study of the performance degradation of proton exchange membrane fuel cell based on a multi-module stack under selected load profiles by clustering algorithm," Energy, Elsevier, vol. 270(C).
    8. Yang, Yupeng & Jia, Haijuan & Liu, Zhi & Bai, Nan & Zhang, Xiaolai & Cao, Tong & Zhang, Jie & Zhao, Pengbing & He, Xiaocong, 2022. "Overall and local effects of operating parameters on water management and performance of open-cathode PEM fuel cells," Applied Energy, Elsevier, vol. 315(C).
    9. Chen, Huicui & Liu, Biao & Zhang, Tong & Pei, Pucheng, 2019. "Influencing sensitivities of critical operating parameters on PEMFC output performance and gas distribution quality under different electrical load conditions," Applied Energy, Elsevier, vol. 255(C).
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