An artificial neural network ensemble method for fault diagnosis ofproton exchange membrane fuel cell system

Energy

Volumn 67, Issue , 2014, Pages 268-275

  Shao, Meng ^a   Zhu, Xin Jian ^a   Cao, Hong Fei ^a   Shen, Hai Feng ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

Artificial neural network ensemble; Dynamic model; Fault diagnosis; PEMFC (proton exchange membrane fuel cell) system

Indexed keywords

DYNAMIC MODELS; FAILURE ANALYSIS; NEURAL NETWORKS;

ANN (ARTIFICIAL NEURAL NETWORK); ARTIFICIAL NEURAL NETWORK ENSEMBLES; COMMERCIAL VIABILITY; FAULT DIAGNOSIS METHOD; FAULT DIAGNOSIS TECHNOLOGY; GENERALIZATION ABILITY; PEMFC (PROTON EXCHANGE MEMBRANE FUEL CELL); STABILITY AND RELIABILITIES;

PROTON EXCHANGE MEMBRANE FUEL CELLS (PEMFC);

ARTIFICIAL NEURAL NETWORK; EXPERIMENTAL STUDY; FUEL CELL; MEMBRANE; NUMERICAL MODEL;

EID: 84895920120     PISSN: 03605442     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.energy.2014.01.079     Document Type: Article

References (22)

1. Andu'jar J.M., Segura F. Fuel cells: history and updating, a walk along two centuries. Renew Sustain Energy Rev 2009, 2309-2322.
2. Miller M., Bazylak A. Areview of polymer electrolyte membrane fuel cell stack testing. JPower Sources 2011, 196:601-613.
3. Vielstich Wolf, Lamm Arnold, Gasteiger Hubert A. Handbook of fuel cells: fundamentals, technology, and applications 2003, 1-134. Wiley, New York.
4. Yousfi Steiner N., Hissel D., Moçotéguy Ph., Candusso D. Diagnosis of polymer electrolyte fuel cells failure modes (flooding & drying out) by neural networks modeling. Int J Hydrog Energy 2011, 36:3067-3075.
5. Placca Latevi, Kouta Raed Fault tree analysis for PEM fuel cell degradation process modeling. Int J Hydrog Energy 2011, 36:12393-12405.
6. Riascos Luis Alberto M., Simoes Marcelo G., Miyagi Paulo E. ABayesian network fault diagnostic system for proton exchange membrane fuel cells. JPower Sources 2007, 165:267-278.
7. Carton J.G., Lawlor V., Olabi A.G., Hochenauer C., Zauner G. Water droplet accumulation and motion in PEM (proton exchange membrane) fuel cell mini-channels. Energy 2012, 39:63-73.
8. Manoj Kumar P., Parthasarathy V. Apassive method of water management foran air-breathing proton exchange membrane fuel cell. Energy 2013, 51:457-461.
9. Pathapati P.R., Xue X., Tang J. Anew dynamic model for predicting transient phenomena in a PEM fuel cell system. Renew Energy 2005, 30:1-22.
10. Carton J.G., Olabi A.G. Design of experiment study of the parameters that affect performance of three flow plate configurations of a proton exchange membrane fuel cell. Energy 2010, 35:2796-2806.
11. Stamps Andrew T., Gatzke Edward P. Dynamic modeling of a methanol reformer - PEMFC stack system for analysis and design. JPower Sources 2006, 161:356-370.
12. Nehrir Mohammad Hashem, Wang Caisheng Modeling and control of fuel cells: distributed generation applications 2009, John Wiley & Sons Ltd, Hoboken.
13. Amphlett J.C., Mann R.F., Peppley B.A., Roberge P.R., Rodrigues A. Amodel predicting transient responses of proton exchange membrane fuel cells. JPower Sources 1996, 61:183-188.
14. Mehta Viral, Cooper Joyce Smith Review and analysis of PEM fuel cell design and manufacturing. JPower Sources 2003, 114:32-53.
15. Zhou Zhi-Hua, Wu Jianxin, Tang Wei Ensembling neural networks: many could be better than all. Artif Intell 2002, 137:239-263.
16. Granitto P.M., Verdes P.F., Ceccatto H.A. Neural network ensembles: evaluation of aggregation algorithms. Artif Intell 2005, 163:139-162.
17. Isermann Rolf Fault-diagnosis systems an introduction from fault detection to fault tolerance 2006, 61-82. Springer-Verlag Berlin Heidelberg.
18. Wu Xiao-Juan, Zhu Xin-Jian, Cao Guang-Yi, Tu Heng-Yong Predictive control of SOFC based on a GA-RBF neural network model. JPower Sources 2008, 179:232-239.
19. Riascos L.A.M., Simoes M.G., Cozman F.G., Miyagi P.E. Proceedings of the 41st IEEE-IAS, Industry Application Society, Tampa-FL, USA 2006.
20. Hissel D., Péra M.C., Kauffmann J.M. Diagnosis of automotive fuel cell power generators. JPower Sources 2004, 128:239-246.
21. Xu Liangfei, Li Jianqiu, Ouyang Minggao, Hua Jianfeng, Li Xiangjun Diagnosis of automotive fuel cell power generators. Int J Hydrog Energy 2010, 35:12510-12520.
22. De Bernardinis Alexandre, Candusso Denis, Harel Fabien, Françis Xavier, Coquery Gérard Experiments of a 20 cell PEFC operating under fault conditions with diode by-pass circuit for uninterrupted power delivery. Energy Convers Manag 2010, 51:1044-1054.