Numerical modeling and simulation of PEM fuel cells: Progress and perspective
- 541 Downloads
- 12 Citations
Abstract
This paper provides a comprehensive review on the research and development in multi-scale numerical modeling and simulation of PEM fuel cells. An overview of recent progress in PEM fuel cell modeling has been provided. Fundamental transport phenomena in PEM fuel cells and the corresponding mathematical formulation of macroscale models are analyzed. Various important issues in PEM fuel cell modeling and simulation are examined in detail, including fluid flow and species transport, electron and proton transport, heat transfer and thermal management, liquid water transport and water management, transient response behaviors, and cold-start processes. Key areas for further improvements have also been discussed.
Keywords
PEM fuel cell Numerical modeling Multiscale simulation Two-phase transport Water management Thermal managementList of symbols
List of symbols
- a
Water activity or specific electrochemically active area, m2/m3
- c
Molar concentration, mol/m3
- cp
Constant-pressure heat capacity, J /(kg·K)
- D
Mass diffusivity, m2/s
- EW
Equivalent weight of membrane, kg/mol
- F
Faraday constant, 96 487 C/mol
- hpc
Phase-change parameter
- i
Current density, A/m2
- j
Transfer current density, A/m3
- J
Leverett’s function
- k
Thermal conductivity, W/(m·K)
- K
Permeability, m2
- p
Pressure, Pa
- Ru
Universal gas constant, 8.314 J/(mol·K)
- s
Liquid saturation or ice fraction
- S
Source term in transport equations
- t
Time, s
- T
Temperature, K
- u
Fluid velocity and superficial velocity in porous medium, m/s
- Uo
Open-circuit potential, V
- Ww
Water molecular weight, kg/mol
Greek
- α
Transfer coefficient
- ɛ
Porosity
- Φ
Phase potential, V
- η
Over potential, V
- λ
Water content
- κ
Proton conductivity, S/m
- ρ
Density, kg/m3
- σ
Electronic conductivity, S/m
- θ
Contact angle
- τ
Viscous stress tensor
Superscripts
- eff
Effective value
- ref
Reference value
- sat
Saturation
- v
Vapor
Subscripts
- a
Anode
- c
Cathode or capillary
- e
Electrolyte
- i
Species
- ice
Ice
- l
Liquid
- m
Mass or membrane
- s
Electron
- T
Temperature
- u
Velocity
- vi
Vapor to ice
- vl
Vapor to liquid
- w
Water
- λ
Water content
Preview
Unable to display preview. Download preview PDF.
References
- 1.Gottesfeld, S., Zawodzinski, T. A.: Polymer electrolyte fuel cells. In: Alkire, R., Gerischer, H., Kolb, D. et al. eds. Advances in Electrochemical Science and Engineering, Vol. 5, Wiley VCH, Weinheim, Germany, 195–301 (1997)CrossRefGoogle Scholar
- 2.Perry, M.L., Fuller, T.F.: A historical perspective of fuel cell technology in the 20th century. J. Electrochem. Soc. 149, S59–S67 (2002)CrossRefGoogle Scholar
- 3.Wang, C.Y.: Fundamental models for fuel cell engineering. Chem. Rev. 104, 4727–4766 (2002)CrossRefGoogle Scholar
- 4.Bernardi, D.M., Verbrugge, M.W.: Mathematical model of a gas diffusion electrode bonded to a polymer electrolyte. AICHE J. 37, 1151–1163 (1991)CrossRefGoogle Scholar
- 5.Bernardi, D.M., Verbrugge, M.W.: A mathematical model of the solid-polymer-electrolyte fuel cell. J. Electrochem. Soc. 139, 2477–2491 (1992)CrossRefGoogle Scholar
- 6.Springer, T.E., Zawodzinski, T.A., Gottesfeld, S.: Polymer electrolyte fuel cell model. J. Electrochem. Soc. 138, 2334–2342 (1991)CrossRefGoogle Scholar
- 7.Fuller, T.F., Newman, J.: Water and thermal management in solid-polymer-electrolyte fuel cells. J. Electrochem. Soc. 140, 1218–1225 (1993)CrossRefGoogle Scholar
- 8.Maggio, G., Recupero, V., Mantegazza, C.: Modeling of temperature distribution in a solid polymer electrolyte fuel cell stack. J. Power Sources 62, 167–174 (1996)CrossRefGoogle Scholar
- 9.Motupally, S., Becker, A.J., Weidner, J.W.: Diffusion of water in nafion 115 membranes. J. Electrochem. Soc. 147, 3171–3177 (2000)CrossRefGoogle Scholar
- 10.Janssen, G.J.M.: A phenomenological model of water transport in a proton exchange membrane fuel cell. J. Electrochem. Soc. 148, A1313–A1323 (2001)CrossRefGoogle Scholar
- 11.Costamagna, P.: Transport phenomena in polymeric membrane fuel cells. Chem. Eng. Sci. 56, 323–332 (2001)CrossRefGoogle Scholar
- 12.Rowe, A., Li, X.: Mathematical modeling of PEMFCs. J. Power Sources 102, 82–96 (2001)CrossRefGoogle Scholar
- 13.Nguyen, T.V., White, R.E.: A water and heat management model for proton-exchange-membrane fuel cells. J. Electrochem. Soc. 140, 2178–2186Google Scholar
- 14.Yi, J.S., Nguyen, T.V.: An along-the-channel model for proton exchange membrane fuel cells. J. Electrochem. Soc. 145, 1149–1159 (1998)CrossRefGoogle Scholar
- 15.Weber, A.Z., Newman, J.: Transport in polymer electrolyte membranes I. Physical model. J. Electrochem. Soc. 150, A1008–A1015 (2003)CrossRefGoogle Scholar
- 16.Weber, A.Z., Newman, J.: Transport in polymer electrolyte membranes II. Mathematical model. J. Electrochem. Soc. 151, A311–A325 (2004)CrossRefGoogle Scholar
- 17.Weber, A.Z., Newman, J.: Transport in polymer electrolyte membranes III. Model validation in a simple fuel-cell model. J. Electrochem. Soc. 151, A326–A339 (2004)CrossRefGoogle Scholar
- 18.Hum, B., Li, X.: Two-dimensional analysis of PEM fuel cells. J. Appl. Electrochem. 34, 205–215 (2004)CrossRefGoogle Scholar
- 19.Gurau, V., Liu, H., Kakac, S.: Two-dimensional model for proton exchange membrane fuel cells. AICHE J. 44, 2410–2422 (1998)CrossRefGoogle Scholar
- 20.Um, S., Wang, C.Y., Chen, K.S.: Computational fluid dynamics modeling of proton exchange membrane fuel cells. J. Electrochem. Soc. 147, 4485–4493 (2000)CrossRefGoogle Scholar
- 21.Shimpalee, S., Dutta, S.: Numerical prediction of temperature distribution in PEM fuel cells. Numer. Heat Transfer A-Appl. 38, 111–128 (2000)CrossRefGoogle Scholar
- 22.Dutta, S., Shimpalee, S., Van Zee, J.W.: Three-dimensional numerical simulation of straight channel PEM fuel cells. J. Appl. Electrochem. 30, 135–146 (2000)CrossRefGoogle Scholar
- 23.Dutta, S., Shimpalee, S., Van Zee, J.W.: Numerical prediction of mass-exchange between cathode and anode channels in a PEM fuel cell. Int. J. Heat Mass Transfer 44, 2029–2042 (2001)MATHCrossRefGoogle Scholar
- 24.Berning, T., Lu, D.M., Djilali, N.: Three-dimensional computational analysis of transport phenomena in a PEM fuel cell. J. Power Sources 106, 284–294 (2002)CrossRefGoogle Scholar
- 25.Mazumder, S., Cole, J.V.: Rigorous 3-D mathematical modeling of PEM fuel cells I. Model predictions without liquid water transport. J. Electrochem. Soc. 150, A1503–A1509 (2003)CrossRefGoogle Scholar
- 26.Um, S., Wang, C.Y.: Three-dimensional analysis of transport and electrochemical reactions in polymer electrolyte fuel cells. J. Power Sources 125, 40–51 (2004)CrossRefGoogle Scholar
- 27.Meng, H., Wang, C.Y.: Electron transport in PEFCs. J. Electrochem. Soc. 151, A358–A367 (2004)MathSciNetCrossRefGoogle Scholar
- 28.Meng, H., Wang, C.Y.: Large-scale simulation of polymer electrolyte fuel cells by parallel computing. Chem. Eng. Sci. 59, 3331–3343 (2004)CrossRefGoogle Scholar
- 29.Shimpalee, S., Greenway, S., Spuckler, D., et al.: Predicting water and current distributions in a commercial-size PEMFC. J. Power Sources 135, 79–87 (2004)CrossRefGoogle Scholar
- 30.Liu, H., Zhou, T., Cheng, P.: Transport phenomena analysis in proton exchange membrane fuel cells. J. Heat Transfer 127, 1363–1379 (2005)CrossRefGoogle Scholar
- 31.Meng, H., Wang, C.Y.: Multidimensional modeling of polymer electrolyte fuel cells under a current density boundary condition. Fuel Cells 5, 455–462 (2005)CrossRefGoogle Scholar
- 32.Ju, H., Meng, H., Wang, C.Y.: A single-phase non-isothermal model for PEM fuel cells. Int. J. Heat Mass Transfer 48, 1303–1315 (2005)MATHCrossRefGoogle Scholar
- 33.Wang Y., Wang, C.Y.: Modeling polymer electrolyte fuel cells with large density and velocity changes. J. Electrochem. Soc. 152, A445–A453 (2005)CrossRefGoogle Scholar
- 34.Sivertsen, B.R., Djilali, N.: CFD-based modeling of proton exchange membrane fuel cells. J. Power Sources 141, 65–78 (2005)CrossRefGoogle Scholar
- 35.Wang, Y., Wang C.Y.: Ultra large-scale simulation of polymer electrolyte fuel cells. J. Power Sources 153, 130–135 (2006)CrossRefGoogle Scholar
- 36.Meng, H.: A three-dimensional PEM fuel cell model with consistent treatment of water transport in MEA. J. Power Sources 162, 426–435 (2006)CrossRefGoogle Scholar
- 37.Meng, H.: A three-dimensional mixed-domain PEM fuel cell model with fully-coupled transport phenomena. J. Power Sources 164, 688–696 (2007)CrossRefGoogle Scholar
- 38.Wang, X.D., Zhang, X.X., Yan, W.M., et al.: Determination of the optimal active area for proton exchange membrane fuel cells with parallel, interdigitated or serpentine designs. Int. J. Hydrogen Energy 34, 3823–3832 (2009)CrossRefGoogle Scholar
- 39.Ju, H., Wang, C.Y.: Experimental validation of a PEM fuel cell model by current distribution data. J. Electrochem. Soc. 151, A1954–A1960 (2004)CrossRefGoogle Scholar
- 40.Ju, H., Wang, C.Y., Cleghorn, S., et al.: Nonisothermal modeling of polymer electrolyte fuel cells I. Experimental validation. J. Electrochem. Soc. 152, A1645–A1653 (2005)CrossRefGoogle Scholar
- 41.Tüber, K., Pcza, D., Hebling, C.: Visualization of water buildup in the cathode of a transparent PEM fuel cell. J. Power Sources 124, 403–414 (2003)CrossRefGoogle Scholar
- 42.Yang, X.G., Zhang, F.Y., Lubawy, A.L., et al.: Visualization of liquid water transport in a polymer electrolyte fuel cell. Electrochem. Solid-State Lett. 7, A408–A411 (2004)CrossRefGoogle Scholar
- 43.Tsushima, S., Teranishi, K., Hirai, S.: Magnetic resonance imaging of the water distribution within a polymer electrolyte membrane in fuel cells. Electrochem. Solid-State Lett. 7, A269–A272 (2004)CrossRefGoogle Scholar
- 44.Turhan, A., Heller, K., Brenizer J.S., et al.: Quantification of liquid water accumulation and distribution in a polymer electrolyte fuel cell using neutron imaging. J. Power Sources 160, 1195–1203 (2006)CrossRefGoogle Scholar
- 45.Sinha, P.K., Halleck, P., Wang C.Y.: Quantification of liquid water saturation in a PEM fuel cell diffusion medium using xray microtomograph. Electrochem. Solid-State Lett. 9, A344–A348 (2006)CrossRefGoogle Scholar
- 46.Spernjak, D., Prasad, A.K., Advani, S.G.: Experimental investigation of liquid water formation and transport in a transparent single-serpentine PEM fuel cell. J. Power Sources 170, 334–344 (2007)CrossRefGoogle Scholar
- 47.Manke, I., Hartinig, C., Grunerbel, M., et al.: Investigation of water evolution and transport in fuel cells with high resolution synchrotron x-ray radiograph. Appl. Phys. Lett. 90, 174105-3 (2007)Google Scholar
- 48.Bazylak, A., Sinton, D., Liu, Z.S., et al.: Effect of compression on liquid water transport and microstructure of PEMFC gas diffusion layers. J. Power Sources 163, 784–792 (2007)CrossRefGoogle Scholar
- 49.Hussey, D.S., Jacobson, D.L., Arif, M., et al.: Neutron imaging of the through-plane water distribution of an operating PEM fuel cell. J. Power Sources 172, 225–228 (2007)CrossRefGoogle Scholar
- 50.Hickner, M.A., Siegel, N.P., Chen, K.S., et al.: In situ high-resolution neutron radiography of cross-sectional liquid water profiles in proton exchange membrane fuel cells. J. Electrochem. Soc. 155, B427–B434 (2008)CrossRefGoogle Scholar
- 51.Bazylak, A.: Liquid water visualization in PEM fuel cells: a review. Int. J. Hydrogen Energy 34, 3845–3857 (2009)CrossRefGoogle Scholar
- 52.Turhan, A., Kim, S., Hatzell, M., et al.: Impact of channel wall hydrophobicity on through-plane water distribution and flooding behavior in a polymer electrolyte fuel cell. Electrochim. Acta 55, 2734–2745 (2010)CrossRefGoogle Scholar
- 53.He, W., Yi, J.S., Nguyen, T.V.: Two-phase flow model of the cathode of PEM fuel cells using interdigitated flow fields. AICHE J. 46, 2053–2064 (2000)CrossRefGoogle Scholar
- 54.Wang, Z.H., Wang, C.Y., Chen K.S.: Two-phase flow and transport in the air cathode of proton exchange membrane fuel cells. J. Power Sources 94, 40–50 (2001)CrossRefGoogle Scholar
- 55.You, L., Liu, H.: A two-phase flow and transport model for the cathode of PEM fuel cells. Int. J. Heat Mass Transfer 45, 2277–2287 (2002)MATHCrossRefGoogle Scholar
- 56.Berning, T., Djilali, N.: A 3D multiphase multicomponent model of the cathode and anode of a PEM fuel cell. J. Electrochem. Soc. 150, A1589–A1598 (2003)CrossRefGoogle Scholar
- 57.Siegel, N.P., Ellis, M.W., Nelson, D.J., et al.: A two-dimensional computational model of a PEMFC with liquid water transport. J. Power Sources 128, 173–184 (2004)CrossRefGoogle Scholar
- 58.Meng, H., Wang, C.Y.: Model of two-phase flow and flooding dynamics in polymer electrolyte fuel cells. J. Electrochem. Soc. 152, A1733–A1741 (2005)CrossRefGoogle Scholar
- 59.Lin, G., Nguyen, T.V.: A two-dimensional two-phase model of a PEM fuel cell. J. Electrochem. Soc. 153, A372–A382 (2006)CrossRefGoogle Scholar
- 60.Tao, W.Q., Min, C.H., Liu, X.L., et al.: Parameter sensitivity examination and discussion of PEM fuel cell simulation and model validation part I. Current status of modeling research and model development. J. Power Sources 160, 359–373 (2006)CrossRefGoogle Scholar
- 61.Wang, Y., Wang, C.Y.: A nonisothermal two-phase model for polymer electrolyte fuel cells. J. Electrochem. Soc. 153, A1193–A1200 (2006)CrossRefGoogle Scholar
- 62.Hu, G., Fan, J.: A three-dimensional, multicomponent, twophase model for a proton exchange membrane fuel cell with straight channels. Energy Fuel 20, 738–747 (2006)CrossRefGoogle Scholar
- 63.Ju, H., Luo, G., Wang, C.Y.: Probing liquid water saturation in diffusion media of polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B218–B228 (2007)CrossRefGoogle Scholar
- 64.Luo, G., Ju, H., Wang, C.Y.: Prediction of dry-wet-dry transition in polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B316–B321 (2007)CrossRefGoogle Scholar
- 65.Meng, H.: A two-phase non-isothermal mixed-domain PEM fuel cell model and its application to two-dimensional simulations. J. Power Sources 168, 218–228 (2007)CrossRefGoogle Scholar
- 66.Wang, Y.: Modeling of two-phase transport in the diffusionmedia of polymer electrolyte fuel cells. J. Power Sources 185, 261–271 (2008)CrossRefGoogle Scholar
- 67.Ju, H.: Analyzing the effects of immobile liquid saturation and spatial wettability variation on liquid water transport in diffusion media of polymer electrolyte fuel cells (PEFCs). J. Power Sources 185, 55–62 (2008)CrossRefGoogle Scholar
- 68.Wu, H., Li, X., Berg, P.: On the modeling of water transport in polymer electrolyte membrane fuel cells. Electrochim. Acta 54, 6913–6927 (2009)CrossRefGoogle Scholar
- 69.Meng, H.: Numerical studies of liquid water behaviors in PEM fuel cell cathode considering transport across different porous layers. Int. J. Hydrogen Energy 35, 5569–5579 (2010)CrossRefGoogle Scholar
- 70.Wang, X.D., Xu, J.L., Lee, D.J.: Parameter sensitivity examination for a complete three-dimensional, two-phase, nonisothermal model of polymer electrolyte membrane Fuel Cell. Int. J. Hydrogen Energy 37, 15766–15777 (2012)CrossRefGoogle Scholar
- 71.Zheng, L.J., Srouji, A.K., Turhan, A., et al.: Computational exploration of ultra-high current PEFC operation with porous flow field. J. Electrochem. Soc. 159, F267–F277 (2012)CrossRefGoogle Scholar
- 72.Meng, H., Han, B., Ruan, B.: Numerical modeling of liquid water transport inside and across membrane in PEM fuel cells, Asia-Pac. J. Chem. Eng. 8, 104–114 (2013)Google Scholar
- 73.Nam, J.H., Kaviany, M.: Effective diffusivity and watersaturation distribution in single-and two-layer PEMFC diffusion medium. Int. J. Heat and Mass Transfer 46, 4595–4611 (2003)CrossRefGoogle Scholar
- 74.Pasaogullari, U., Wang, C.Y.: Two-phase transport and the role of micro-porous layer in polymer electrolyte fuel cells. Electrochim. Acta 49, 4359–4369 (2004)CrossRefGoogle Scholar
- 75.Weber, A.Z., Hickner, M.A.: Modeling and high-resolution-imaging studies of water content profiles in a polymer-electrolyte-fuel-cell membrane-electrode assembly. Electrochim. Acta 53, 7668–7674 (2008)CrossRefGoogle Scholar
- 76.Gurau, V., Zawodzinski, T.A., Mann, J.A.: Two-phase transport in PEM fuel cell cathodes. J. Fuel Cell Sci. Tech. 5, 021009 (2008)CrossRefGoogle Scholar
- 77.Meng, H.: Multi-dimensional liquid water transport in the cathode of a PEM fuel cell with consideration of the micro-porous layer (MPL). Int. J. Hydrogen Energy 34, 5488–5497 (2009)CrossRefGoogle Scholar
- 78.Le, A.D., Zhou, B.: A general model of proton exchange membrane fuel cell. J. Power Sources 182, 197–222 (2008)CrossRefGoogle Scholar
- 79.Le, A.D., Zhou, B.: A generalized numerical model for liquid water in a proton exchange membrane fuel cell with interdigitated design. J. Power Sources 193, 665–683 (2009)CrossRefGoogle Scholar
- 80.Le, A.D., Zhou, B., Shiu, H.-R., et al.: Numerical simulation and experimental validation of liquid water behaviors in a proton exchange membrane fuel cell cathode with serpentine channels. J. Power Sources 195, 7302–7315 (2010)CrossRefGoogle Scholar
- 81.Kang, S., Zhou, B., Cheng, C.-H., et al.: Liquid water flooding in a proton exchange membrane fuel cell cathode with an interdigitated design. Int. J. Energy Res. 35, 1292–1311 (2011)CrossRefGoogle Scholar
- 82.Wang, Y., Wang, C.Y.: Transient analysis of polymer electrolyte fuel cells. Electrochim. Acta 50, 1307–1315 (2005)CrossRefGoogle Scholar
- 83.Wang, Y., Wang, C.Y.: Dynamics of polymer electrolyte fuel cells undergoing load changes. Electrochim. Acta 51, 3924–3933 (2006)CrossRefGoogle Scholar
- 84.Shimpalee, S., Lee, W.K., Van Zee, J.W., et al.: Predicting the transient response of a serpentine flow-field PEMFC I. Excess to normal fuel and air. J. Power Sources 156, 355–368 (2006)CrossRefGoogle Scholar
- 85.Shimpalee, S., Lee, W.K., Van Zee, J.W., et al.: Predicting the transient response of a serpentine flow-field PEMFC II. Normal to minimal fuel and air. J. Power Sources 156, 369–374 (2006)CrossRefGoogle Scholar
- 86.Wu, H., Berg, P., Li, X.: Non-isothermal transient modeling of water transport in PEM fuel cells. J. Power Sources 165, 232–243 (2007)CrossRefGoogle Scholar
- 87.Wu, H., Li, X., Berg, P.: Numerical analysis of dynamic processes in fully humidified PEM fuel cells. Int. J. Hydrogen Energy 32, 2022–2031 (2007)CrossRefGoogle Scholar
- 88.Natarajan, D., Nguyen, T.V.: A two-dimensional two-phase multicomponent transient model for the cathode of a proton exchange membrane fuel cell using conventional gas distributors. J. Electrochem. Soc. 148, A1324–A1335 (2001)CrossRefGoogle Scholar
- 89.Song, D., Wang, Q., Liu, Z.S., et al.: Transient analysis for the cathode gas diffusion layer of PEM fuel cells. J. Power Sources 159, 928–942 (2006)CrossRefGoogle Scholar
- 90.Meng, H.: Numerical investigation of transient responses of a PEM fuel cell using a two-phase non-isothermal mixed-domain model. J. Power Sources 171, 738–746 (2007)CrossRefGoogle Scholar
- 91.Shah, A.A., Kim, G.S., Sui, P.C., et al.: Transient nonisothermal model of a polymer electrolyte fuel cell. J. Power Sources 163, 793–806 (2007)CrossRefGoogle Scholar
- 92.Wang, Y., Wang, C.Y.: Two-phase transients of polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B636–B643 (2007)CrossRefGoogle Scholar
- 93.Sun, H., Zhang, G.S., Guo, L.J., et al.: A study of dynamic characteristics of PEM fuel cells by measuring local currents. Int. J. Hydrogen Energy 34, 5529–5536 (2009)CrossRefGoogle Scholar
- 94.Mishra, B., Wu, J.X.: Exploring transient behavior at startup of a polymer electrolyte membrane fuel cell. J. Fuel Cell Sci. Tech. 7, 021004 (2010)CrossRefGoogle Scholar
- 95.McDonald, R.C., Mittelsteadt, C.K., Thompson E.L.: Effects of deep temperature cycling on nafion 112 membranes and membrane electrode assemblies. Fuel Cells 4, 208–213 (2004)CrossRefGoogle Scholar
- 96.Cho, E., Ko, J.J., Ha, H.Y., et al.: Characteristics of the PEMFC repetitively brought to temperatures below 0°C. J. Electrochem. Soc. 150, A1667–A1670 (2003)CrossRefGoogle Scholar
- 97.Cho, E., Ko, J.J., Ha, H.Y., et al.: Effects of water removal on the performance degradation of PEMFCs repetitively brought to <0°C. J. Electrochem. Soc. 151, A661–A665 (2004)CrossRefGoogle Scholar
- 98.Hou, J., Yu, H., Zhang, S., et al.: Analysis of PEMFC freeze degradation at −20°C after gas purging. J. Power Sources 162, 513–520 (2006)CrossRefGoogle Scholar
- 99.Yan, Q., Toghiani, H., Lee, Y.W., et al.: Effect of sub-freezing temperatures on a PEM fuel cell performance, startup and fuel cell components. J. Power Sources 160, 1242–1250 (2006)CrossRefGoogle Scholar
- 100.Oszcipok, M., Riemann, D., Kronenwett, U., et al.: Statistic analysis of operational influences on the cold start behavior of PEM fuel cells. J. Power Sources 145, 407–415 (2005)CrossRefGoogle Scholar
- 101.Oszcipok, M., Hakenjos, A., Riemann, D., et al.: Start up and freezing processes in PEM fuel cells. Fuel Cells 7, 135–141 (2007)CrossRefGoogle Scholar
- 102.Tajiri, K., Tabuchi, Y., Wang, C.Y.: Isothermal cold start of polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B147–B152 (2007)CrossRefGoogle Scholar
- 103.Tajiri, K., Tabuchi, Y., Kagami, F., et al.: Effects of operating and design parameters on PEFC cold start. J. Power Sources 165, 279–286 (2007)CrossRefGoogle Scholar
- 104.Thompson, E.L., Capehart, T.W., Fuller, T.J., et al.: Investigation of low-temperature proton transport in Nafion using direct current conductivity and differential scanning calorimetry. J. Electrochem. Soc. 153, A2351–A2362 (2006)CrossRefGoogle Scholar
- 105.Thompson, E.L., Jorne, J., Gasteiger, H.A.: Oxygen reduction reaction kinetics in subfreezing PEM fuel cells. J. Electrochem. Soc. 154, B783–B792 (2007)CrossRefGoogle Scholar
- 106.Thompson, E.L., Jorne, J., Gu, W., et al.: PEM fuel cell operation at −20°C. I. Electrode and membrane water (charge) storage. J. Electrochem. Soc. 155, B625–B634 (2008)CrossRefGoogle Scholar
- 107.Ge, S., Wang, C.Y.: In situ imaging of liquid water and ice formation in an operating PEFC during cold start. Electrochem. Solid-State Lett. 9, A499–A503 (2006)CrossRefGoogle Scholar
- 108.Ge, S., Wang, C.Y.: Characteristics of subzero startup and water/ice formation on the catalyst layer in a polymer electrolyte fuel cell. Electrochim. Acta 52, 4825–4835 (2007)CrossRefGoogle Scholar
- 109.Ishikawa, Y., Morita, T., Nakata, K., et al.: Behaviors of water below the freezing point in PEFCs. J. Power Sources 163, 708–712 (2007)CrossRefGoogle Scholar
- 110.Ishikawa, Y., Hamada, H., Uehara, M., et al.: Super-cooled water behavior inside polymer electrolyte fuel cell cross-section below freezing temperature. J. Power Sources 179, 547–552 (2008)CrossRefGoogle Scholar
- 111.Sundaresan, M., Moore, R.M.: Polymer electrolyte fuel cell stack thermal model to evaluate sub-freezing startup. J. Power Sources 145, 534–545 (2005)CrossRefGoogle Scholar
- 112.Ahluwalia, R.K., Wang X.: Rapid self-start of polymer electrolyte fuel cell stacks from subfreezing temperatures. J. Power Sources 162, 502–512 (2006)CrossRefGoogle Scholar
- 113.Mao, L., Wang, C.Y.: Analysis of cold start in polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B139–B146 (2007)CrossRefGoogle Scholar
- 114.Wang, Y.: Analysis of the key parameters in the cold start of polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B1041–B1048 (2007)CrossRefGoogle Scholar
- 115.Khandelwal, M., Lee, S., Mench, M.M.: One-dimensional thermal model of cold-start in a polymer electrolyte fuel cell stack. J. Power Sources 172, 816–830 (2007)CrossRefGoogle Scholar
- 116.Mao, L., Wang C.Y.: A multiphase model for cold start of polymer electrolyte fuel cells. J. Electrochem. Soc. 154, B341–B351 (2007)CrossRefGoogle Scholar
- 117.Jiang, F., Fang, W., Wang, C.Y.: Non-isothermal cold start of polymer electrolyte fuel cells. Electrochim. Acta 53, 610–621 (2007)CrossRefGoogle Scholar
- 118.Meng, H.: A PEM fuel cell model for cold-start simulations. J. Power Sources 178, 141–150 (2008)CrossRefGoogle Scholar
- 119.Meng, H.: Numerical studies of cold-start phenomenon in PEM fuel cells. Electrochim. Acta 53, 6521–6529 (2008)CrossRefGoogle Scholar
- 120.Meng, H.: Numerical analyses of non-isothermal self-start behaviors of PEM fuel cells from subfreezing startup temperatures. Int. J. Hydrogen Energy 33, 5738–5747 (2008)CrossRefGoogle Scholar
- 121.Jiao, K., Li, X.: Three-dimensional multiphase modeling of cold start processes in polymer electrolyte membrane fuel cells. Electrochim. Acta 54, 6876–6891 (2009)CrossRefGoogle Scholar
- 122.Hiramitsu, Y., Mitsuzawa, N., Okada, K., et al.: Effects of ionomer content and oxygen permeation of the catalyst layer on proton exchange membrane fuel cell cold start-up. J. Power Sources 195, 1038–1045 (2010)CrossRefGoogle Scholar
- 123.Meng, H., Ruan, B.: Numerical studies of cold-start phenomena in PEM fuel cells: A review. Int. J. Energy Res. 35, 2–14 (2011)CrossRefGoogle Scholar
- 124.Jiao, K., Alaefour, I.E., Karimi, G., et al.: Cold start characteristics of proton exchange membrane fuel cells. Int. J. Hydrogen Energy 36, 11832–11845 (2011)CrossRefGoogle Scholar
- 125.Ko, J., Ju, H.: Comparison of numerical simulation results and experimental data during cold-start of polymer electrolyte fuel cells. Appl. Energy 94, 364–374 (2012)CrossRefGoogle Scholar
- 126.Wang, G.Q., Mukherjee, P.P., Wang, C.Y.: Direct numerical simulation (DNS) modeling of PEFC electrodes — Part I. Regular microstructure. Electrochim. Acta 51, 3139–3150 (2006)CrossRefGoogle Scholar
- 127.Wang, G.Q., Mukherjee, P.P., Wang, C.Y.: Direct numerical simulation (DNS) modeling of PEFC electrodes — Part II. Random microstructure. Electrochim. Acta 51, 3151–3160 (2006)CrossRefGoogle Scholar
- 128.Wang, Y., Cho, S.C., Thiedmann, R., et al.: Stochastic modeling and direct simulation of the diffusion media for polymer electrolyte fuel cells. Int. J. Heat Mass Transfer 53, 1128–1138 (2010)MATHCrossRefGoogle Scholar
- 129.Hao, L., Cheng, P.: Lattice Boltzmann simulations of anisotropic permeabilities of carbon paper gas diffusion layers. J. Power Sources 186, 104–114 (2009)CrossRefGoogle Scholar
- 130.Mukherjee, P.P., Wang, C.Y., Kang, Q.: Mesoscopic modeling of two-phase behavior and flooding phenomena in polymer electrolyte fuel cells. Electrochim. Acta 54, 6861–6875 (2009)CrossRefGoogle Scholar
- 131.Mukherjee, P.P., Kang, Q., Wang, C.Y.: Pore-scale modeling of two-phase transport in polymer electrolyte fuel cells — Progress and perspective. Energy Environ. Sci. 4, 346–369 (2011)CrossRefGoogle Scholar
- 132.Nam, J.H., Lee, K.J., Hwang, G.S., et al.: Microporous layer for water morphology control in PEMFC. Int. J. Heat Mass Tranfer 52, 2779–2791 (2009)CrossRefGoogle Scholar
- 133.Ji, Y., Luo, G., Wang, C.Y.: Pore-Level liquid water transport through composite diffusion media of PEMFC. J. Electrochem. Soc. 157, B1753–B1761 (2010)CrossRefGoogle Scholar
- 134.Wu, R., Zhu, X., Liao, Q., et al.: A pore network study on water distribution in bi-layer gas diffusion media: Effects of inlet boundary condition and micro-porous layer properties. Int. J. Hydrogen Energy 35, 9134–9143 (2010)CrossRefGoogle Scholar
- 135.Quan, P., Zhou, B., Sobiesiak, A., et al.: Water behaviors in serpentine micro-channel for proton exchange membrane fuel cell cathode. J. Power Sources 152, 131–145 (2005)CrossRefGoogle Scholar
- 136.Jiao, K., Zhou, B.: Effects of electrode wettabilities on liquid water behaviors in PEM fuel cell cathode. J. Power Sources 175, 106–119 (2008)CrossRefGoogle Scholar
- 137.Zhu, X., Sui, P.C., Djilali, N.: Three-dimensional numerical simulations of water droplet dynamics in a PEMFC gas channel. J. Power Sources 181, 101–115 (2008)CrossRefGoogle Scholar
- 138.Chen, L., Luan, H., He, Y.L., et al.: Effects of roughness of gas diffusion layer surface on liquid water transport in micro gas channels of a proton exchange membrane fuel cell. Numer. Heat Transfer A-Appl. 62, 295–318 (2012)CrossRefGoogle Scholar
- 139.Mondal, B., Jiao, K., Li, X.: Three-dimensional simulation of water droplet movement in PEM fuel cell flow channels with hydrophilic surfaces. Int. J. Energy Res. 35, 1200–1212 (2011)CrossRefGoogle Scholar
- 140.Hao, L., Cheng, P.: Lattice Boltzmann simulations of liquid droplet dynamic behavior on a hydrophobic surface of a gas flow channel. J. Power Sources 190, 435–446 (2009)CrossRefGoogle Scholar
- 141.Han, B., Yu, J., Meng, H.: Lattice Boltzmann simulations of liquid droplets development and interaction in a gas channel of a proton exchange membrane fuel cell. J. Power Sources 202, 175–183 (2012)CrossRefGoogle Scholar
- 142.Han, B., Meng, H.: Lattice Boltzmann simulation of liquid water transport in turning regions of serpentine gas channels in proton exchange membrane fuel cells. J. Power Sources 217, 268–279 (2012)CrossRefGoogle Scholar
- 143.Hizir, F.E., Ural, S.O., Kumber, E.C., et al.: Characterization of interfacial morphology in polymer electrolyte fuel cells: microporous layer and catalyst layer surfaces. J. Power Sources 195, 3463–3471 (2010)CrossRefGoogle Scholar
- 144.Bajpai, H., Khandewal, M., Kumber, E.C., et al.: A computational model for assessing impact of interfacial morphology on polymer electrolyte fuel cell performance. J. Power Sources 195, 4196–4205 (2010)CrossRefGoogle Scholar
- 145.Yang, X.G., Burke, N., Wang, C.Y., et al.: Simultaneous measurements of species and current distributions in a PEFC under low-humidity operation. J. Electrochem. Soc. 152, A759–A766 (2005)CrossRefGoogle Scholar
- 146.Wang, Y., Basu, S., Wang, C.Y.: Modeling two-phase flow in PEM fuel cell channels. J. Power Sources 179, 603–617 (2008)CrossRefGoogle Scholar
- 147.Esposito, A., Pianese, C., Guezennec, Y.G.: Coupled modeling of water transport and air-droplet interaction in the electrode of a proton exchange membrane fuel cell. J. Power Sources 195, 4149–4159 (2010)CrossRefGoogle Scholar
- 148.Meng, H.: A simplified method for solving anisotropic transport phenomena in PEM fuel cells. J. Power Sources 161, 466–469 (2006)CrossRefGoogle Scholar
- 149.Yang, W.W., Zhao, T.S., He, Y.L.: Modeling of coupled electron and mass transport in anisotropic proton-exchange membrane fuel cell electrodes. J. Power Sources 185, 765–775 (2008)CrossRefGoogle Scholar
- 150.Gu, W.B., Wang, C.Y.: Thermal-electrochemical modeling of battery systems. J. Electrochem. Soc. 147, 2910–2919 (2000)CrossRefGoogle Scholar
- 151.Pasaogullari, U., Mukherjee, P.P., Wang, C.Y.: Anisotropic heat and water transport in a PEFC cathode gas diffusion layer. J. Electrochem. Soc. 154, B823–B834 (2007)CrossRefGoogle Scholar
- 152.Bapat, C.J., Thynell, S.T.: Effect of anisotropic thermal conductivity of the GDL and current collector rib width on twophase transport in a PEM fuel cell. J. Power Sources 179, 240–251 (2008)CrossRefGoogle Scholar
- 153.Ju, H.: Investigation of the effects of the anisotropy of gasdiffusion layers on heat and water transport in polymer electrolyte fuel cells. J. Power Sources 191, 259–268 (2009)CrossRefGoogle Scholar
- 154.He, G.L., Yamazaki, Y., Abudula A.: A three-dimensional analysis of the effect of anisotropic gas diffusion layer (GDL) thermal conductivity on the heat transfer and two-phase behavior in a proton exchange membrane fuel cell (PEMFC). J. Power Sources 195, 1551–1560 (2010)CrossRefGoogle Scholar
- 155.Gerteisen, D., Heilmann, T., Ziegler, C.: Enhancing liquid water transport by laser perforation of a GDL in a PEM fuel cell. J. Power Sources 177, 348–354 (2008)CrossRefGoogle Scholar
- 156.Manahan, M.P., Hatzell, M.C., Kumbur, E.C., et al.: Laser perforated fuel cell diffusion media. Part I: Related changes in performance and water content. J. Power Sources 196, 5573–5582 (2011)CrossRefGoogle Scholar
- 157.Manahan, M.P., Mench, M.M.: Laser perforated fuel cell diffusion media: engineering interfaces for improved ionic and oxygen transport. J. Electrochem. Soc. 159, F322–F330 (2012)CrossRefGoogle Scholar
- 158.Han, B., Meng, H.: Numerical studies of interfacial phenomena in liquid water transport in polymer electrolyte membrane fuel cells using the lattice Boltzmann method. Int. J. Hydrogen Energy 38, 5053–5059 (2013)CrossRefGoogle Scholar
- 159.Guo, Q., Luo, Y., Jiao, K.: Modeling of assisted cold start processes with anode catalytic hydrogen-oxygen reaction in proton exchange membrane fuel cell. Int. J. Hydrogen Energy 38, 1004–1015 (2013)Google Scholar
- 160.Luo, Y., Guo, Q., Du Q., et al.: Analysis of cold start processes in proton exchange membrane fuel cell stacks. J. Power Sources 224, 99–114 (2013)CrossRefGoogle Scholar