A Review on solid oxide fuel cell models

International Journal of Hydrogen Energy

Volumn 36, Issue 12, 2011, Pages 7212-7228

  Wang, K ^a   Hissel, D ^a   Pera M C ^a   Steiner, N ^b   Marra, D ^c   Sorrentino, M ^c   Pianese, C ^c   Monteverde, M ^d   Cardone, P ^d   Saarinen, J ^e  

^a UNIVERSITÉ DE FRANCHE COMTÉ   (France)

^b KARLSRUHE INSTITUTE OF TECHNOLOGY   (Germany)

^c UNIVERSITY OF SALERNO   (Italy)

^d UNIVERSITY OF GENOA   (Italy)

^e VTT TECHNICAL RESEARCH CENTRE OF FINLAND   (Finland)

Author keywords

Artificial intelligent; Electrochemical impedance spectroscopy; Model based diagnosis; Modelling; Neural network; SOFC

Indexed keywords

ARTIFICIAL INTELLIGENT; BLACK-BOX MODEL; DIAGNOSTIC TOOLS; EQUIVALENT CIRCUIT MODEL; EXPERIMENTAL DATA; GREY-BOX; GREY-BOX MODELS; MODEL-BASED DIAGNOSIS; MODELLING; MODELLING METHOD; PHYSICAL MODEL; SOFC; SOFC STACK; SOFC SYSTEM; SOLID OXIDE; WHITE-BOX MODELS; GREY-BOX MODELING; MODEL BASED DIAGNOSIS; THREE CATEGORIES;

ELECTROCHEMICAL CORROSION; ELECTROCHEMICAL IMPEDANCE SPECTROSCOPY; NEURAL NETWORKS; ARTIFICIAL INTELLIGENCE; FUEL CELLS; MODELS;

SOLID OXIDE FUEL CELLS (SOFC);

EID: 79955901111     PISSN: 03603199     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijhydene.2011.03.051     Document Type: Review

References (70)

1. Freeh JE, Pratt JW, Brouwer J. Development of a solid-oxide fuel cell/gas turbine hybrid system model for aerospace applications, In: proceedings of ASME Turbo Expo, Power for Land, Sea, Air 2004, June 14-17, Vienna, Austria.
2. C.J. Steffen Jr., J.E. Freeh, and L.M. Larosiliere Solid oxide fuel Cell/Gas turbine hybrid cycle Technology for auxiliary Aerospace power 2005 Prepared for AMSE Turbo Expo Reno, Nevada June 6-9, 2005
3. D. Bhattacharyya, and R. Rengaswamy A review of solid oxide fuel cell (SOFC) dynamic models Industrial & Engineering Chemistry Research 48 2009 19
4. T. Yamada, N. Chitose, J. Akikusa, N. Murakami, T. Akbay, and T. Miyazawa Development of intermediate-temperature SOFC module using doped lanthanum gallate 2003 Electrochemical Society Pennington, NJ ETATS-UNIS, pp. XX, 1520 pp.
5. R.J. Braun Optimal design and operation of solid oxide fuel cell systems for small-scale stationary applications, Doctoral Dissertation 2002 University of Wisconsin-Madison
6. K. Patan Artificial neural networks for the modelling and fault diagnosis of technical process, Lecture notes in control and information Sciences, vol. 377 2008 Springer p. 206
7. J. Chen, and R.J. Patton Robust model-based fault diagnosis for dynamic systems 1999 Kluwer Academic Publishers Norwell, MA, USA ©
8. R. Bove, and S. Ubertini Modeling solid oxide fuel cells: methods, procedures and techniques N.P. Bansal, Fuel cells and Hydrogen energy 2008 Springer
9. A.M. Murshed, B. Huang, and K. Nandakumar Control relevant modeling of planer solid oxide fuel cell system Journal of Power Sources 163 2007 830 845 (Pubitemid 44959614)
10. L. Petruzzi, S. Cocchi, and F. Fineschi A global thermo-electrochemical model for SOFC systems design and engineering Journal of Power Sources 118 2003 96 107 (Pubitemid 41325605)
11. Eg Services G Fuel cell handbook [electronic resource] / EG&G Technical Services, Inc 2004 U.S. Dept. of Energy, Office of Fossil Energy, National Energy Technology Laboratory Morgantown, WV
12. R. Bove, P. Lunghi, and M.N. Sammes SOFC mathematic model for systems simulations. Part one: from a micro-detailed to macro-black-box model International Journal of Hydrogen Energy 30 2005 181 187
13. K.P. Recknagle, R.E. Williford, L.A. Chick, D.R. Rector, and M.A. Khaleel Three-dimensional thermo-fluid electrochemical modeling of planar SOFC stacks Journal of Power Sources 113 2003 109 114 (Pubitemid 41325578)
14. J.R. Ferguson, J.M. Fiard, and R. Herbin Three-dimensional numerical simulation for various geometries of solid oxide fuel cells Journal of Power Sources 58 1996 109 122 (Pubitemid 126342894)
15. H. Yakabe, T. Ogiwara, M. Hishinuma, and I. Yasuda 3-D model calculation for planar SOFC Journal of Power Sources 102 2001 144 154 (Pubitemid 34086218)
16. G. Wang, Y. Yang, H. Zhang, and W. Xia 3-D model of thermo-fluid and electrochemical for planar SOFC Journal of Power Sources 167 2007 398 405 (Pubitemid 46575132)
17. R. Bove, and S. Ubertini Modeling solid oxide fuel cell operation: approaches, techniques and results Journal of Power Sources 159 2006 543 559 (Pubitemid 44301586)
18. X. Xue, J. Tang, N. Sammes, and Y. Du Dynamic modeling of single tubular SOFC combining heat/mass transfer and electrochemical reaction effects Journal of Power Sources 142 2005 211 222
19. M. Kemm, A. Selimovic, and M. Assadi A dynamic model of an Atmospheric solid oxide fuel cell system for stationary power generation, 4th International ASME Conference on fuel cell Science, engineering and Technology 2006 ASME Press Irvine, CA, United States
20. M. Kemm Dynamic solid oxide fuel cell modelling for non-steady State simulation of system applications, Faculty of engineering LTH Department of energy Sciences Division of thermal power engineering 2006
21. M. Kemm, C. Stiller, A. Selimovic, B. Thorud, T. Torisson, and O. Bolland Planar and tubular solid oxide fuel cells: a comparison of transient process behaviors 2005 Electrochemical Society Pennington, NJ [ETATS-UNIS]
22. M. Chnani, M.-C. Péra, R. Glises, and J.M. Kauffmann Transient thermal behaviour of a solid oxide fuel cell, the 5th International Conference on fuel cell Science Engineering and Technology. Fuel Cell 2007 2007, [New York]
23. Chnani M. Modélisation macroscopique de piles PEFC et SOFC pour l'étude de leur couplage, Thse de doctorat, Institut FEMTO-ST- Département ENISYS UMR CNRS 6174; UFC-UTBM-ENSMM, 2008.
24. L. Magistri, R. Bozzo, P. Costamagna, and A.F. Massardo Simplified versus detailed solid oxide fuel cell reactor models and influence on the simulation of the design point performance of hybrid systems 2004 American Society of Mechanical Engineers New York [ETATS-UNIS]
25. P. Costamagna, L. Magistri, and A.F. Massardo Design and part-load performance of a hybrid system based on a solid oxide fuel cell reactor and a micro gas turbine Journal of Power Sources 96 2001 352 368 (Pubitemid 32408912)
26. A. Gubner Non-isothermal and dynamic SOFC voltage-current behavior 2005 Electrochemical Society Pennington, NJ [ETATS-UNIS]
27. A. Gubner, D. Froning, B.D. Haart, and D. Stolten Complete modeling of kW-range SOFC stacks 2003 Electrochemical Society Pennington, NJ [ETATS-UNIS]
28. A. Gubner, J. Saarinen, J. Ylijoki, D. Froning, A. Kind, and M. Halinen Dynamic co-simulation of a solid oxide fuel cell (SOFC) and the balance of plant (BoP) by combining an SOFC model with the BoP-modelling tool APROS, 7th European fuel cell Forum 2006 (EFCF 2006) 2006, Lucerne, Switzerland
29. P. Aguiar, C.S. Adjiman, and N.P. Brandon Anode-supported intermediate temperature direct internal reforming solid oxide fuel cell. I: model-based steady-state performance Journal of Power Sources 138 2004 120 136 (Pubitemid 41325930)
30. W. Jiang, R. Fang, J.A. Khan, and R.A. Dougal Parameter setting and analysis of a dynamic tubular SOFC model Journal of Power Sources 162 2006 316 326 (Pubitemid 44573740)
31. P. Costamagna, A. Selimovic, M. Del Borghi, and G. Agnew Electrochemical model of the integrated planar solid oxide fuel cell (IP-SOFC) Chemical Engineering Journal 102 2004 61 69 (Pubitemid 38790907)
32. X. Zhang, J. Li, G. Li, and Z. Feng Development of a control-oriented model for the solid oxide fuel cell Journal of Power Sources 160 2006 258 267 (Pubitemid 44344367)
33. M. Sorrentino Development of a hierarchical structure of models for simulation and control of planar solid oxide fuel cells 2006 Department of Mechanical Engineering, University of Salerno Italy
34. M. Sorrentino, C. Pianese, and Y.G. Guezennec A hierarchical modeling approach to the simulation and control of planar solid oxide fuel cells Journal of Power Sources 180 2008 380 392
35. D.F. Cheddie, and N.D.H. Munroe A dynamic 1D model of a solid oxide fuel cell for real time simulation Journal of Power Sources 171 2007 634 643 (Pubitemid 47376782)
36. Y.W. Kang, J. Li, G.Y. Cao, H.Y. Tu, J. Li, and J. Yang A reduced 1D dynamic model of a planar direct internal reforming solid oxide fuel cell for system research Journal of Power Sources 188 2009 170 176
37. S. Campanari Thermodynamic model and parametric analysis of a tubular SOFC module Journal of Power Sources 92 2001 26 34 (Pubitemid 32021779)
38. M.L. Ferrari, A. Traverso, and A.F. Massardo Transient analysis of solid oxide fuel cell hybrids: Part B - Anode recirculation model. ASME Conference Proceedings 2004 2004 399-407
39. L. Magistri, M.L. Ferrari, A. Traverso, P. Costamagna, and A.F. Massardo Transient analysis of solid oxide fuel cell hybrids: Part C - Whole-Cycle model. ASME Conference Proceedings 2004 2004 525-532
40. L. Magistri, F. Trasino, and P. Costamagna Transient analysis of solid oxide fuel cell Hybrids - Part I: fuel cell models Journal of Engineering for Gas Turbines and Power 128 2006 288 293 (Pubitemid 44803283)
41. Traverso A. TRANSEO Code for the Dynamic Performance Simulation of Micro Gas Turbine Cycles. ASME Conference Proceedings 2005; 2005, 45-54. (Pubitemid 41627234)
42. K. Sedghisigarchi, and A. Feliachi Dynamic and transient analysis of power distribution systems with fuel Cells-part I: fuel-cell dynamic model Energy Conversion, IEEE Transactions on 19 2004 423 428
43. K. Sedghisigarchi, and A. Feliachi Dynamic and transient analysis of power distribution systems with fuel Cells-part II: control and stability enhancement Energy Conversion, IEEE Transactions on 19 2004 429 434
44. M. Sorrentino, and C. Pianese Control oriented modeling of solid oxide fuel cell auxiliary power unit for transportation applications Journal of Fuel Cell Science and Technology 6 2009 041011
45. M. Sorrentino, and C. Pianese Grey-Box modeling of SOFC unit for design, control and diagnostics applications 2009 European Fuel Cell Forum Lucerne, Switzerland June 29-July 2 2009
46. S.A. Hajimolana, and M. Soroush Dynamics and control of a tubular solid-oxide fuel cell Industrial & Engineering Chemistry Research 48 2009 6112 6125
47. T.M. Nahir Impedance spectroscopy: Theory, experiment, and applications 2nd ed Edited by Evgenij Barsoukov (Texas Instruments Inc.) and J. Ross Macdonald (University of North Carolina, Chapel Hill). John Wiley & Sons, Inc.: Hoboken, NJ. 2005. xvii + 596 pp. $125.00. ISBN 0471-64749-7 Journal of the American Chemical Society 127 2005 12431
48. Q.-A. Huang, R. Hui, B. Wang, and J. Zhang A review of AC impedance modeling and validation in SOFC diagnosis Electrochimica Acta 52 2007 8144 8164 (Pubitemid 47304435)
49. S.C. Singhal, and K. Kendall High-temperature solid oxide fuel cells: Fundamentals, design and applications 1 edition ed 2003 Elsevier Science
50. A. Leonide, Y. Apel, and E. Ivers-Tiffee SOFC modeling and parameter identification by means of impedance spectroscopy ECS Transactions 19 2009 81 109
51. K. Takano, S. Nagata, K. Nozaki, A. Monma, T. Kato, and Y. Kaga Numerical simulation of a disk-type SOFC for impedance analysis under power generation Journal of Power Sources 132 2004 42 51 (Pubitemid 41326035)
52. M. Lang, C. Auer, A. Eismann, P. Szabo, and N. Wagner Investigation of solid oxide fuel cell short stacks for mobile applications by electrochemical impedance spectroscopy Electrochimica Acta 53 2008 7509 7513
53. B. Sohlberg Grey box modelling for model predictive control of a heating process Journal of Process Control 13 2003 225 238 (Pubitemid 35432894)
54. J. Arriagada, P. Olausson, and A. Selimovic Artificial neural network simulator for SOFC performance prediction Journal of Power Sources 112 7 2002
55. U.K. Chakraborty Static and dynamic modeling of solid oxide fuel cell using genetic programming Anglais 34 2009 12
56. E. Entchev, and L. Yang Application of adaptive neuro-fuzzy inference system techniques and artificial neural networks to predict solid oxide fuel cell performance in residential microgeneration installation Journal of Power Sources 170 2007 8
57. D.E. Goldberg Genetic algorithms in search, optimization and machine learning 1989 Addison-Wesley Educational Publishers Inc
58. H.B. Huo, X.J. Zhu, and G.Y. Cao Nonlinear modeling of a SOFC stack based on a least squares support vector machine Journal of Power Sources 162 2006 6
59. H.B. Huo, X.J. Zhu, W.Q. Hu, H.Y. Tu, J. Li, and J. Yang Nonlinear model predictive control of SOFC based on a Hammerstein model Journal of Power Sources 185 2008 7
60. J.S.R. Jang ANFIS: adaptive-network-based fuzzy inference system. Systems, Man and Cybernetics, IEEE Transactions on 23 1993 665 685
61. J. Milewski, and K. Swirski Modelling the SOFC behaviours by artificial neural network International Journal of Hydrogen Energy 34 2009 8
62. J.A.K. Suykens, and J. Vandewalle Least squares support vector machine Classifiers Neural Processing Letters 9 1999 293 300
63. K. Warwick, and R. Craddock An introduction to radial basis functions for system identification. A comparison with other neural network methods Proceedings of the 35th IEEE 1996 Decision and Control vol. 461 1996 464-469
64. X.J. Wu, X.J. Zhu, G.Y. Cao, and H.Y. Tu Modeling a SOFC stack based on GA-RBF neural networks identification Journal of Power Sources 167 2007 145 150
65. X.J. Wu, X.J. Zhu, G.Y. Cao, and H.Y. Tu Nonlinear modeling of a SOFC stack based on ANFIS identification Simulation Modelling Practice and Theory 16 2008 399 409
66. E. Achenbach Status of the IEA-Bench Mark test 1 on stack modelling Feb. 22-25 1994 IEA. Workshop Rome
67. Larrain D. Solid oxide fuel cell stack simulation and optimization, including experimental validation and transient behavior, Ph.D Thesis, Institut des science de l'énergie; Ecole polytechnique fédérale de lausanne, Lausanne, 2005.
68. R. Isermann Fault-Diagnosis systems: an introduction from fault Detection to fault Tolerance 2005 Springer
69. S. Jemei, D. Hissel, M.C. Pera, and J.M. Kauffmann Dynamical recurrent neural network towards modeling of on-board fuel cell power supply Industrial Electronics vol. 471 2004 471 476 IEEE International Symposium on 2004
70. S.V. Puranik, A. Keyhani, and F. Khorrami Neural network modeling of proton exchange membrane fuel cell. Energy conversion IEEE Transactions on 25 2010 474 483