메뉴 건너뛰기




Volumn 35, Issue 15, 2010, Pages 7889-7897

Direct and inverse neural networks modelling applied to study the influence of the gas diffusion layer properties on PBI-based PEM fuel cells

Author keywords

Direct and inverse neural modelling; GDL; Neuronal networks; PBI; PEMFC

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CELL PERFORMANCE; CELL VOLTAGES; ELMAN NEURAL NETWORK; EXPERIMENTAL VALUES; FEED-FORWARD NETWORK; GAS DIFFUSION LAYERS; GENERALIZATION CAPABILITY; HIDDEN LAYERS; INITIAL CONDITIONS; INVERSE NEURAL NETWORK; MATHEMATICAL TOOLS; MEAN PORE SIZE; MODULAR NEURAL NETWORKS; MULTI LAYER PERCEPTRON; NEURONAL NETWORKS; PEM FUEL CELL; POLARIZATION CURVES; VALIDATION PHASE;

EID: 77955511748     PISSN: 03603199     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijhydene.2010.05.065     Document Type: Article
Times cited : (31)

References (34)
  • 1
    • 1942422715 scopus 로고    scopus 로고
    • Empirical modelling of polymer electrolyte membrane fuel cell performance using artificial neural networks
    • W.-Y. Lee, G.-G. Park, T.-H. Yang, Y.-G. Yoon, and C.-S. Kim Empirical modelling of polymer electrolyte membrane fuel cell performance using artificial neural networks Int J Hydrogen Energy 29 2004 961 966
    • (2004) Int J Hydrogen Energy , vol.29 , pp. 961-966
    • Lee, W.-Y.1    Park, G.-G.2    Yang, T.-H.3    Yoon, Y.-G.4    Kim, C.-S.5
  • 3
    • 1542288788 scopus 로고    scopus 로고
    • Emerging membranes for electrochemical systems part II. High temperature composite membranes for polymer electrolyte fuel cell (PEFC) applications
    • O. Savadogo Emerging membranes for electrochemical systems part II. High temperature composite membranes for polymer electrolyte fuel cell (PEFC) applications J Power Sources 127 2004 135 161
    • (2004) J Power Sources , vol.127 , pp. 135-161
    • Savadogo, O.1
  • 4
    • 4344671248 scopus 로고    scopus 로고
    • PBI-based polymer membranes for high temperature fuel cells - Preparation, characterization and fuel cell demonstration
    • Q. Li, R. He, J.O. Jensen, and N.J. Bjerrum PBI-based polymer membranes for high temperature fuel cells - preparation, characterization and fuel cell demonstration Fuel Cells 4 2004 147 159
    • (2004) Fuel Cells , vol.4 , pp. 147-159
    • Li, Q.1    He, R.2    Jensen, J.O.3    Bjerrum, N.J.4
  • 5
    • 33745728062 scopus 로고    scopus 로고
    • Synthesis and characterisation of poly[2,2-(m-phenylene)-5,5- bibenzimidazole] as polymer electrolyte membrane for high temperature PEMFCs
    • J. Lobato, P. Cañizares, M.A. Rodrigo, J.J. Linares, and G. Manjavacas Synthesis and characterisation of poly[2,2-(m-phenylene)-5,5- bibenzimidazole] as polymer electrolyte membrane for high temperature PEMFCs J Membr Sci 280 2006 351 362
    • (2006) J Membr Sci , vol.280 , pp. 351-362
    • Lobato, J.1    Cañizares, P.2    Rodrigo, M.A.3    Linares, J.J.4    Manjavacas, G.5
  • 9
    • 33644598358 scopus 로고    scopus 로고
    • Non linear state space modelling of a PEMFCx
    • A. Hernandez, D. Hissel, and R. Outbib Non linear state space modelling of a PEMFCx Fuel Cells 1 2006 38 46
    • (2006) Fuel Cells , vol.1 , pp. 38-46
    • Hernandez, A.1    Hissel, D.2    Outbib, R.3
  • 10
    • 2442713124 scopus 로고    scopus 로고
    • A review of mathematical models for hydrogen and direct Methanol polymer electrolyte membrane fuel cells
    • K.Z. Yao, K. Karan, K.B. McAuley, P. Oosthuizen, B. Peppley, and T. Xie A review of mathematical models for hydrogen and direct Methanol polymer electrolyte membrane fuel cells Fuel Cells 4 2004 3 29
    • (2004) Fuel Cells , vol.4 , pp. 3-29
    • Yao, K.Z.1    Karan, K.2    McAuley, K.B.3    Oosthuizen, P.4    Peppley, B.5    Xie, T.6
  • 11
    • 70749101220 scopus 로고    scopus 로고
    • CFD investigating the effects of different operating conditions on the performance and the characteristics of a high-temperature PEMFC
    • A. Su, Y.M. Ferng, and J.C. Shih CFD investigating the effects of different operating conditions on the performance and the characteristics of a high-temperature PEMFC Energy 35 2010 16 27
    • (2010) Energy , vol.35 , pp. 16-27
    • Su, A.1    Ferng, Y.M.2    Shih, J.C.3
  • 12
    • 37549065499 scopus 로고    scopus 로고
    • A design tool for predicting the capillary transport characteristics of fuel cell diffusion media using an artificial neural network
    • E.C. Kumbur, K.V. Sharp, and M.M. Mench A design tool for predicting the capillary transport characteristics of fuel cell diffusion media using an artificial neural network J Power Sources 176 2008 191 199
    • (2008) J Power Sources , vol.176 , pp. 191-199
    • Kumbur, E.C.1    Sharp, K.V.2    Mench, M.M.3
  • 13
    • 40049107015 scopus 로고    scopus 로고
    • Predictive control of SOFC based on a GA-RBF neural network model
    • X.-J. Wu, X.-J. Zhu, G.-Y. Cao, and H.-Y. Tu Predictive control of SOFC based on a GA-RBF neural network model J Power Sources 179 2008 232 239
    • (2008) J Power Sources , vol.179 , pp. 232-239
    • Wu, X.-J.1    Zhu, X.-J.2    Cao, G.-Y.3    Tu, H.-Y.4
  • 14
    • 33748952257 scopus 로고    scopus 로고
    • Modelling techniques applied to the study of gas diffusion electrodes and proton exchange membrane biochemical fuel cells
    • R. Sousa Jr., F. Colmati, and E.R. Gonzalez Modelling techniques applied to the study of gas diffusion electrodes and proton exchange membrane biochemical fuel cells J Power Sources 161 2006 183 190
    • (2006) J Power Sources , vol.161 , pp. 183-190
    • Sousa Jr., R.1    Colmati, F.2    Gonzalez, E.R.3
  • 15
    • 0242694559 scopus 로고    scopus 로고
    • On-board fuel cell power supply modelling on the basis of neural network methodology
    • S. Jemeï, D. Hissel, M.C. Péra, and J.M. Kauffmann On-board fuel cell power supply modelling on the basis of neural network methodology J Power Sources 124 2003 479 486
    • (2003) J Power Sources , vol.124 , pp. 479-486
    • Jemeï, S.1    Hissel, D.2    Péra, M.C.3    Kauffmann, J.M.4
  • 16
    • 33644618843 scopus 로고    scopus 로고
    • Direct and inverse neural network modelling in free radical polymerization
    • S. Curteanu Direct and inverse neural network modelling in free radical polymerization Cent Eur J Chem 2 2004 113 140
    • (2004) Cent Eur J Chem , vol.2 , pp. 113-140
    • Curteanu, S.1
  • 17
    • 7944231533 scopus 로고    scopus 로고
    • Neural network model-based ob-line re-optimisation control of fed-batch processes using a modified iterative dynamic programming algorithm
    • Z. Xiong, and J. Zhang Neural network model-based ob-line re-optimisation control of fed-batch processes using a modified iterative dynamic programming algorithm Chem Eng Proc 44 2005 477 484
    • (2005) Chem Eng Proc , vol.44 , pp. 477-484
    • Xiong, Z.1    Zhang, J.2
  • 18
    • 33645658008 scopus 로고    scopus 로고
    • Neural network-based modelling for semi-batch and nonisothermal free radical polymerization
    • S. Curteanu, and C. Petrila Neural network-based modelling for semi-batch and nonisothermal free radical polymerization Int J Quant Chem 106 2006 1445 1456
    • (2006) Int J Quant Chem , vol.106 , pp. 1445-1456
    • Curteanu, S.1    Petrila, C.2
  • 19
    • 10444232686 scopus 로고    scopus 로고
    • Neural network approximation of a nonlinear model predictive controller applied to a pH neutralization process
    • B.M. kesson, H.T. Toivonen, J.B. Waller, and R.H. Nyström Neural network approximation of a nonlinear model predictive controller applied to a pH neutralization process Comp Chem Eng 29 2005 323 333
    • (2005) Comp Chem Eng , vol.29 , pp. 323-333
    • Kesson, B.M.1    Toivonen, H.T.2    Waller, J.B.3    Nyström, R.H.4
  • 20
    • 60449098796 scopus 로고    scopus 로고
    • Nuclear reactor dynamics on-line estimation by locally recurrent neural networks
    • E. Zio, M. Broggi, and N. Pedroni Nuclear reactor dynamics on-line estimation by locally recurrent neural networks Prog Nucl Energy 51 2009 573 581
    • (2009) Prog Nucl Energy , vol.51 , pp. 573-581
    • Zio, E.1    Broggi, M.2    Pedroni, N.3
  • 22
    • 38849194640 scopus 로고    scopus 로고
    • Incremental identification of hybrid process models
    • O. Kahrs, and W. Marquardt Incremental identification of hybrid process models Comput Chem Eng 32 2008 694 705
    • (2008) Comput Chem Eng , vol.32 , pp. 694-705
    • Kahrs, O.1    Marquardt, W.2
  • 23
    • 33747596887 scopus 로고    scopus 로고
    • Hybrid neural network models applied to a free radical polymerization process
    • S. Curteanu, and F. Leon Hybrid neural network models applied to a free radical polymerization process Polym Plast Technol Eng 45 2006 1013 1023
    • (2006) Polym Plast Technol Eng , vol.45 , pp. 1013-1023
    • Curteanu, S.1    Leon, F.2
  • 24
    • 0031823888 scopus 로고    scopus 로고
    • Static and dynamic neural network models for estimating biomass concentration during thermophilic lactic acid bacteria batch cultures
    • G. Acuña, E. Latrille, C. Béal, and G. Corrieu Static and dynamic neural network models for estimating biomass concentration during thermophilic lactic acid bacteria batch cultures J Ferment Bioeng 85 1998 615 622
    • (1998) J Ferment Bioeng , vol.85 , pp. 615-622
    • Acuña, G.1    Latrille, E.2    Béal, C.3    Corrieu, G.4
  • 25
    • 65949115976 scopus 로고    scopus 로고
    • The neural networks based modelling of a polybenzimidazole-based polymer electrolyte membrane fuel cell: Effect of temperature
    • J. Lobato, P. Cañizares, M.A. Rodrigo, J.J. Linares, C.-G. Piuleac, and S. Curteanu The neural networks based modelling of a polybenzimidazole- based polymer electrolyte membrane fuel cell: effect of temperature J Power Sources 192 2009 190 194
    • (2009) J Power Sources , vol.192 , pp. 190-194
    • Lobato, J.1    Cañizares, P.2    Rodrigo, M.A.3    Linares, J.J.4    Piuleac, C.-G.5    Curteanu, S.6
  • 27
    • 36448971321 scopus 로고    scopus 로고
    • Multi-input and multi-output neural model of the mechanical nonlinear behaviour of a PEM fuel cell system
    • V. Rouss, and W. Charon Multi-input and multi-output neural model of the mechanical nonlinear behaviour of a PEM fuel cell system J Power Sources 175 2008 1 17
    • (2008) J Power Sources , vol.175 , pp. 1-17
    • Rouss, V.1    Charon, W.2
  • 28
    • 33747772684 scopus 로고    scopus 로고
    • Modeling and control of air stream and hydrogen flow with recirculation in a PEM fuel cell system-II. Linear and adaptive nonlinear control
    • DOI 10.1016/j.ijhydene.2006.02.030, PII S0360319906001182, Fuel Cells
    • C. Bao, M. Ouyang, and B. Yi Modelling and control of air stream and hydrogen flow with recirculation in a PEM fuel cell system-II. Linear and adaptive nonlinear control Int J Hydrogen Energy 31 2006 1897 1913 (Pubitemid 44278413)
    • (2006) International Journal of Hydrogen Energy , vol.31 , Issue.13 , pp. 1897-1913
    • Bao, C.1    Ouyang, M.2    Yi, B.3
  • 29
    • 21244505852 scopus 로고    scopus 로고
    • Neural network applications in polymerization processes
    • F.A.N. Fernandes, and L.M.F. Lona Neural network applications in polymerization processes Braz J Chem Eng 22 2005 401 418
    • (2005) Braz J Chem Eng , vol.22 , pp. 401-418
    • Fernandes, F.A.N.1    Lona, L.M.F.2
  • 30
    • 0348237151 scopus 로고    scopus 로고
    • Control of a loop polymerization reactor using neural networks
    • M.P. Vega, E.L. Lima, and J.C. Pinto Control of a loop polymerization reactor using neural networks Braz J Chem Eng 17 2000 471 482
    • (2000) Braz J Chem Eng , vol.17 , pp. 471-482
    • Vega, M.P.1    Lima, E.L.2    Pinto, J.C.3
  • 31
    • 14944339951 scopus 로고    scopus 로고
    • 7th ed. US DOE, Office of Fossil Energy, National Energy Technology Laboratory West Virginia
    • Fuel cell handbook 7th ed. 2004 US DOE, Office of Fossil Energy, National Energy Technology Laboratory West Virginia
    • (2004) Fuel Cell Handbook
  • 32
    • 33646859233 scopus 로고    scopus 로고
    • Effect of the catalytic ink preparation method on the performance of high temperature polymer electrolyte membrane fuel cells
    • J. Lobato, M.A. Rodrigo, J.J. Linares, and K. Scott Effect of the catalytic ink preparation method on the performance of high temperature polymer electrolyte membrane fuel cells J Power Sources 157 2006 284 292
    • (2006) J Power Sources , vol.157 , pp. 284-292
    • Lobato, J.1    Rodrigo, M.A.2    Linares, J.J.3    Scott, K.4
  • 33
    • 33646460268 scopus 로고    scopus 로고
    • Physicochemical properties of phosphoric acid doped polybenzimidazole membranes for fuel cells
    • R. He, Q. Li, A. Bach, J.O. Jensen, and N.J. Bjerrum Physicochemical properties of phosphoric acid doped polybenzimidazole membranes for fuel cells J Membr Sci 277 2003 38 45
    • (2003) J Membr Sci , vol.277 , pp. 38-45
    • He, R.1    Li, Q.2    Bach, A.3    Jensen, J.O.4    Bjerrum, N.J.5
  • 34


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.