This content is not included in
your SAE MOBILUS subscription, or you are not logged in.
Proton Exchange Membrane Fuel Cell Fault Rapid Diagnosis Method Based on Electrochemical Impedance Spectroscopy and Fuzzy C-Means Algorithm
Technical Paper
2019-01-5032
ISSN: 0148-7191, e-ISSN: 2688-3627
This content contains downloadable datasets
Annotation ability available
Sector:
Language:
English
Abstract
Water management is a key research direction for the performance and lifetime of proton exchange membrane fuel cell (PEMFC) stacks. The paper is aimed to develop an online fault diagnosis method that distinguishes different degrees of flooding and drying within a fuel cell stack by unobservable variables. In our research, the equivalent circuit model is established and electrochemical impedance spectroscopy (EIS) is utilized. The mathematical methods are used to extract the fault features. Fuzzy C-means is used to classify the selected features and the diagnostic rules are automatically extracted from the data. Through verification, the interpretability and computational efficiency of the proposed method are achieved.
Topic
Citation
Zhou, S., Zheng, S., and Hu, Z., "Proton Exchange Membrane Fuel Cell Fault Rapid Diagnosis Method Based on Electrochemical Impedance Spectroscopy and Fuzzy C-Means Algorithm," SAE Technical Paper 2019-01-5032, 2019, https://doi.org/10.4271/2019-01-5032.Data Sets - Support Documents
| Title | Description | Download |
|---|---|---|
| Unnamed Dataset 1 | ||
| Unnamed Dataset 2 | ||
| Unnamed Dataset 3 | ||
| Unnamed Dataset 4 |
Also In
References
- Hui , L. , Yanghua , T. , and Zhenwei , W. A Review of Water Flooding Issues in the Proton Exchange Membrane Fuel Cell Journal of Power Sources 178 103 117 2008 10.1016/j.jpowsour.2007.12.068
- Yousfi-Steiner , N. , Candusso , D. , and Hissel , D. A Review on PEM Voltage Degradation Associated with Water Management: Impacts, Influent Factors and Characterization Journal of Power Sources 183 260 274 2008 10 10.1016/j.jpowsour.2008.04.03
- Saeed , A. , Ali , M. , and Mahrokh , S. Study of PEM Fuel Cell Performance by Electrochemical Impedance Spectroscopy International Journal of Hydrogen Energy 35 17 9283 9290 2010 10.1016/j.ijhydene.2010.03.069
- Rodat , S. , Sailler , F. , Druart , P. et al. EIS Measurements in the Diagnosis of the Environment within a PEMFC Stack Journal of Applied Electrochem 40 911 920 2010 10.1007/s10800-009-9969-0
- Seyed , M. and Mina , H. Study of Proton Exchange Membrane Fuel Cells Using Electrochemical Impedance Spectroscopy Technique - A Review Journal of Power Sources 240 15 281 293 2013 10.1016/j.jpowsour.2013.04.011
- Hua , J. , Zhang , H. , Zhaia , Y. , and Liua , G. 500 h Continuous Aging Life Test on PBI/H3PO4 High-Temperature PEMFC Hydrogen Energy 31 13 1855 1862 2006 10.1016/j.ijhydene.2006.05.001
- Zhou , S. , Hanqiu , L. , and Hu , Z. Pattern Recognition Method for Proton Exchange Membrane Fuel Cell Fault Diagnosis Journal of Tongji University (Natural Science) (in Chinese) 45 3 408 412 2017 10.11908/j.issn.0253-374x.2017.03.015
- Zhou , S. , Yifan , H. , and Xuelei , Z. On-Line Measurement Algorithm for AC Impedance Spectroscopy of Fuel Cells China Mechanical & Electrical Integration (in Chinese) 21 10 27 33 2015 10.16413/j.cnki.issn.1007-080x.2015.10.006
- Zhixue , Z. , Daniel , H. , and Mohamed , B. A Double-Fuzzy Diagnostic Methodology Dedicated to Online Fault Diagnosis of Proton Exchange Membrane Fuel Cell Stacks Journal of Power Sources 271 570 581 2014 10.1016/j.jpowsour.2014.07.157