IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v222y2024ics0960148124000314.html
   My bibliography  Save this article

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

Author

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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148124000314
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2024.119966?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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).
    2. 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).
    3. 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.
    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. 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).
    8. 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).
    9. 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).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yu, Xianxian & Liu, Yang & Tu, Zhengkai & Chan, Siew Hwa, 2023. "Endplate effect in an open-cathode proton exchange membrane fuel cell stack: Phenomenon and resolution," Renewable Energy, Elsevier, vol. 219(P1).
    2. Lu Zhang & Yongfeng Liu & Pucheng Pei & Xintong Liu & Long Wang & Yuan Wan, 2022. "Variation Characteristic Analysis of Water Content at the Flow Channel of Proton Exchange Membrane Fuel Cell," Energies, MDPI, vol. 15(9), pages 1-20, April.
    3. Chen, Dongfang & Pei, Pucheng & Meng, Yining & Ren, Peng & Li, Yuehua & Wang, Mingkai & Wang, Xizhong, 2022. "Novel extraction method of working condition spectrum for the lifetime prediction and energy management strategy evaluation of automotive fuel cells," Energy, Elsevier, vol. 255(C).
    4. Chen, Huicui & Zhang, Ruirui & Xia, Zhifeng & Weng, Qianyao & Zhang, Tong & Pei, Pucheng, 2023. "Experimental investigation on PEM fuel cell flooding mitigation under heavy loading condition," Applied Energy, Elsevier, vol. 349(C).
    5. Wan, Yue & Qiu, Diankai & Yi, Peiyun & Peng, Linfa & Lai, Xinmin, 2022. "Design and optimization of gradient wettability pore structure of adaptive PEM fuel cell cathode catalyst layer," Applied Energy, Elsevier, vol. 312(C).
    6. Qian, Zhang & Hongwei, Wang & Chunlei, Liu & Yi, An, 2024. "Establishment and identification of MIMO fractional Hammerstein model with colored noise for PEMFC system," Chaos, Solitons & Fractals, Elsevier, vol. 180(C).
    7. Feng, ShengSen & Huang, WenTao & Huang, Zhe & Jian, Qifei, 2022. "Optimization of maximum power density output for proton exchange membrane fuel cell based on a data-driven surrogate model," Applied Energy, Elsevier, vol. 317(C).
    8. Vu, Hoang Nghia & Truong Le Tri, Dat & Nguyen, Huu Linh & Kim, Younghyeon & Yu, Sangseok, 2023. "Multifunctional bypass valve for water management and surge protection in a proton-exchange membrane fuel cell supply-air system," Energy, Elsevier, vol. 278(C).
    9. Li, Qingshan & Wang, Chenfang & Wang, Chunmei & Zhou, Taotao & Zhang, Xianwen & Zhang, Yangjun & Zhuge, Weilin & Sun, Li, 2023. "Comparison of organic coolants for boiling cooling of proton exchange membrane fuel cell," Energy, Elsevier, vol. 266(C).
    10. Chen, Ben & Zhou, Haoran & He, Shaowen & Meng, Kai & Liu, Yang & Cai, Yonghua, 2021. "Numerical simulation on purge strategy of proton exchange membrane fuel cell with dead-ended anode," Energy, Elsevier, vol. 234(C).
    11. Yu, Xianxian & Luo, Xiaobing & Tu, Zhengkai, 2023. "Development of a compact high-power density air-cooled proton exchange membrane fuel cell stack with ultrathin steel bipolar plates," Energy, Elsevier, vol. 270(C).
    12. Chen, Huicui & Liu, Zhao & Ye, Xichen & Yi, Liu & Xu, Sichen & Zhang, Tong, 2022. "Air flow and pressure optimization for air supply in proton exchange membrane fuel cell system," Energy, Elsevier, vol. 238(PC).
    13. Luo, Lizhong & Huang, Bi & Bai, Xingying & Cheng, Zongyi & Jian, Qifei, 2020. "Temperature uniformity improvement of a proton exchange membrane fuel cell stack with ultra-thin vapor chambers," Applied Energy, Elsevier, vol. 270(C).
    14. Yang, Zirong & Du, Qing & Jia, Zhiwei & Yang, Chunguang & Jiao, Kui, 2019. "Effects of operating conditions on water and heat management by a transient multi-dimensional PEMFC system model," Energy, Elsevier, vol. 183(C), pages 462-476.
    15. Wang, Chuang & Liu, Mingkun & Li, Zengqun & Xing, Ziwen & Shu, Yue, 2023. "Performance improvement of twin-screw air expander used in PEMFC systems by two-phase expansion," Energy, Elsevier, vol. 273(C).
    16. Cha, Dowon & Yang, Wonseok & Kim, Yongchan, 2019. "Performance improvement of self-humidifying PEM fuel cells using water injection at various start-up conditions," Energy, Elsevier, vol. 183(C), pages 514-524.
    17. Zhang, Xiaoqing & Yang, Jiapei & Ma, Xiao & Zhuge, Weilin & Shuai, Shijin, 2022. "Modelling and analysis on effects of penetration of microporous layer into gas diffusion layer in PEM fuel cells: Focusing on mass transport," Energy, Elsevier, vol. 254(PA).
    18. Yonghua Cai & Jingming Sun & Fan Wei & Ben Chen, 2022. "Effect of Baffle Dimensionless Size Factor on the Performance of Proton Exchange Membrane Fuel Cell," Energies, MDPI, vol. 15(10), pages 1-19, May.
    19. Najmi, Aezid-Ul-Hassan & Anyanwu, Ikechukwu S. & Xie, Xu & Liu, Zhi & Jiao, Kui, 2021. "Experimental investigation and optimization of proton exchange membrane fuel cell using different flow fields," Energy, Elsevier, vol. 217(C).
    20. Zhao, Kai & Tian, Zhenyu & Zhang, Jinrui & Lu, Buchu & Hao, Yong, 2023. "Methanol steam reforming reactor with fractal tree-shaped structures for photovoltaic–thermochemical hybrid power generation," Applied Energy, Elsevier, vol. 330(PB).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:222:y:2024:i:c:s0960148124000314. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.