Efficient fault diagnosis of proton exchange membrane fuel cell using external magnetic field measurement

被引:15
|
作者
Liu, Zhongyong [1 ]
Sun, Yuning [1 ]
Mao, Lei [1 ,2 ]
Zhang, Heng [3 ]
Jackson, Lisa [4 ]
Wu, Qiang [1 ]
Lu, Shouxiang [5 ]
机构
[1] Univ Sci & Technol China, Dept Precis Machinery & Precis Instrumentat, Hefei, Peoples R China
[2] Univ Sci & Technol China, Inst Adv Technol, Hefei, Peoples R China
[3] Hefei Univ, Sch Artificial Intelligence & Big Data, Hefei, Peoples R China
[4] Loughborough Univ, Dept Aeronaut & Automot Engn, Loughborough, England
[5] Univ Sci & Technol China, State Key Lab Fire Sci, Hefei, Peoples R China
基金
中国国家自然科学基金;
关键词
Proton exchange membrane fuel cell; Fault diagnosis; Model simulation; Water management; Magnetic field; COMPONENT ANALYSIS; WATER MANAGEMENT; PEMFC; ELECTROLYTE; MODEL; METHODOLOGIES; TEMPERATURE; RESISTANCE; STACKS; TOOL;
D O I
10.1016/j.enconman.2022.115809
中图分类号
O414.1 [热力学];
学科分类号
摘要
Fault diagnosis has been considered as a critical solution for improving the reliability of proton exchange membrane fuel cell (PEMFC) system. This study proposes an efficient PEMFC fault diagnosis technique, where PEMFC external magnetic field is measured during its operation, from which PEMFC performance degradation mechanisms and corresponding faults can be identified. In the analysis, a PEMFC numerical model is constructed to explore the relation between external magnetic field and PEMFC state of health. Furthermore, a non-invasive measurement strategy is proposed to collect external magnetic field during the operation. With the measurements, an efficient PEMFC fault diagnosis method is proposed, and its effectiveness in identifying PEMFC water management issues is investigated using PEMFC test data. Results demonstrate that PEMFC flooding and dehydration can be discriminated with good quality, and the faulty level can also be identified accurately.
引用
收藏
页数:13
相关论文
共 50 条
  • [21] A FAULT DIAGNOSIS METHOD OF ENVIRONMENT-FRIENDLY PROTON EXCHANGE MEMBRANE FUEL CELL FOR VEHICLES USING DEEP LEARNING
    Gou, Yanan
    Yang, Kun
    Xu, Wei
    FRESENIUS ENVIRONMENTAL BULLETIN, 2021, 30 (03): : 2931 - 2942
  • [22] Study of external humidification method in proton exchange membrane fuel cell
    Hyun, D
    Kim, J
    JOURNAL OF POWER SOURCES, 2004, 126 (1-2) : 98 - 103
  • [23] Fault tolerance control for proton exchange membrane fuel cell systems
    Wu, Xiaojuan
    Zhou, Boyang
    JOURNAL OF POWER SOURCES, 2016, 324 : 804 - 829
  • [24] Simulation for temperature field of proton exchange membrane fuel cell
    State Key Laboratory of Advanced Technology for Materials Synthesis, Wuhan University of Technology, Wuhan 430070, China
    不详
    Wuhan Ligong Daxue Xuebao (Jiaotong Kexue Yu Gongcheng Ban), 2006, 1 (113-116):
  • [25] Review on proton exchange membrane fuel cells: Safety analysis and fault diagnosis
    Hong, Jichao
    Yang, Jingsong
    Weng, Zhipeng
    Ma, Fei
    Liang, Fengwei
    Zhang, Chi
    JOURNAL OF POWER SOURCES, 2024, 617
  • [26] An artificial neural network ensemble method for fault diagnosis of proton exchange membrane fuel cell system
    Shao, Meng
    Zhu, Xin-Jian
    Cao, Hong-Fei
    Shen, Hai-Feng
    ENERGY, 2014, 67 : 268 - 275
  • [27] Fault Diagnosis of Proton Exchange Membrane Fuel Cell Integrated System Based on GoogleNet and Transfer Learning
    Zhao B.
    Liu X.
    Zhang L.
    Chen Z.
    Zhang L.
    Xie C.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2024, 44 (13): : 5147 - 5157
  • [28] Proton exchange membrane fuel cell fault and degradation detection using a coefficient of variance method
    Barhate, Sujit Sopan
    Mudhalwadkar, Rohini
    Journal of Energy Systems, 2021, 5 (01): : 20 - 34
  • [29] Fault Detection for Proton Exchange Membrane Fuel Cell using Adaptive Extended Kalman Filter
    Indriawati, Katherin
    Christnantasari, Tasya Y.
    Hamidah, Nur Laila
    ENGINEERING LETTERS, 2024, 32 (06) : 1182 - 1190
  • [30] Measurement of Platinum Oxide Coverage in a Proton Exchange Membrane Fuel Cell
    Liu, Yuxiu
    Mathias, Mark
    Zhang, Junliang
    ELECTROCHEMICAL AND SOLID STATE LETTERS, 2010, 13 (01) : B1 - B3