Hostname: page-component-78c5997874-s2hrs Total loading time: 0 Render date: 2024-11-19T07:21:43.407Z Has data issue: false hasContentIssue false

Parameter extraction from experimental PEFC data using an evolutionary optimization algorithm

Published online by Cambridge University Press:  20 May 2011

M. Zaglio*
Affiliation:
Electrochemistry Laboratory, Paul Scherrer Institut, 5232 Villigen PSI, Switzerland
G. Schuler
Affiliation:
Electrochemistry Laboratory, Paul Scherrer Institut, 5232 Villigen PSI, Switzerland
A. Wokaun
Affiliation:
Electrochemistry Laboratory, Paul Scherrer Institut, 5232 Villigen PSI, Switzerland
J. Mantzaras
Affiliation:
Combustion Research Laboratory, Paul Scherrer Institut, 5232 Villigen PSI, Switzerland
F. N. Büchi
Affiliation:
Electrochemistry Laboratory, Paul Scherrer Institut, 5232 Villigen PSI, Switzerland
*
Get access

Abstract

The accurate characterization of the parameters related to the charge and water transport in the ionomer membrane of polymer electrolyte fuel cells (PEFC) is highly important for the understanding and interpretation of the overall cell behavior. Despite the big efforts to experimentally determine these parameters, a large scatter of data is reported in the literature, due to the inherent experimental difficulties. Likewise, the porosity and tortuosity of the gas diffusion layers affect the membrane water content and the local cell performance, but the published data are usually measured ex-situ, not accounting for the effect of clamping pressure. Using a quasi two-dimensional model and experimental current density data from a linear cell of technical size, a multiparameter optimization procedure based on an evolutionary algorithm has been applied to determine eight material properties highly influencing the cell performance. The optimization procedure converges towards a well defined solution and the resulting parameter values are compared to those available in the literature. The quality of the set of parameters extracted by the optimization procedure is assessed by a sensitivity analysis.

Type
Research Article
Copyright
© EDP Sciences, 2011

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

Ceraolo, M., Miulli, C., Pozio, A., J. Power Sources 113, 131 (2003) CrossRef
Freunberger, S.A., Santis, M., Schneider, I.A., Wokaun, A., Büchi, F.N., J. Electrochem. Soc. 153, A396 (2006) CrossRef
Fuller, T.F., Newman, J., J. Electrochem. Soc. 140, 1218 (1993) CrossRef
Kulikovsky, A., Electrochem. Commun. 6, 969 (2004) CrossRef
Pivovar, B.S., Polymer 47, 4194 (2006) CrossRef
Springer, E., Zawodzinsky, T.A., Gottesfeld, S., J. Electrochem. Soc. 138, 2334 (1991) CrossRef
Zawodzinski Jr, T.A.., M. Neeman, L.O. Sillerud, S. Gottesfeld, J. Phys. Chem. 95, 6040 (1991)
Nguyen, T.V., Vanderborgh, N., J. Membr. Sci. 143, 235 (1998)
Verbrugge, M.W., Hill, R.F., J. Electrochem. Soc. 137, 1131 (1990) CrossRef
Nouel, K.M., Fedkiw, P.S., Electrochim. Acta 43, 2381 (1998) CrossRef
Verbrugge, M.W., Schneider, E.W., Conell, R.S., Hill, R., J. Electrochem. Soc. 139, 3421 (1992) CrossRef
Zawodzinski, T.A., Springer, T.E., Davey, J., Jestel, R., Lopez, C., Valerio, J., Gottesfeld, S., J. Electrochem. Soc. 140, 1981 (1993) CrossRef
Morris, D.R., Sun, X., J. Appl. Polym. Sci. 50, 1445 (1993) CrossRef
Yang, C., Srinivasan, S., Bocarsly, A.B., Tulyani, S., Benziger, J.B., J. Membr. Science 237, 145 (2004) CrossRef
Thoben, B., Siebke, A., J. New Mater. Electrochem. Syst. 7, 13 (2004)
Nam, J.H., Kaviany, M., Int. J. Heat Mass Transfer 56, 4595 (2003) CrossRef
Lee, S.Y., Lee, K.S., Um, S., J. Mech. Sci. Technol. 22, 565 (2008) CrossRef
Mo, Z.J., Zhu, X.J., Wei, L.Y., Cao, G.Y., Int. J. Energy Res. 30, 585 (2006) CrossRef
Peng, L., Lai, X., Liu, D., Hu, P., Ni, J., J. Power Sources 178, 223 (2007) CrossRef
Na, W., Gou, B., J. Power Sources 166, 411 (2007) CrossRef
Bao, C., Ouyang, M., Yi, B., J. Power Sources 156, 232 (2006) CrossRef
Mohamed, I., Jenkins, N., J. Power Sources 131, 142 (2004) CrossRef
M. Zaglio, G. Schuler, A. Wokaun, J. Mantzaras, F.N. Büchi, in Proc. of Fundamentals and Developments of Fuel Cells Conf. 2008 (FDFC2008), Nancy, France, 2008, p. 12
M. Warth, Ph.D. thesis, ETH, Zürich, Switzerland, 2005
A.E. Eiben, J.E. Smith, Introduction to Evolutionary Computing, 1st edn. (Springer, Natural Computing Series, 2003)
Freunberger, S.A., Schneider, I.A., Sui, P.C., Wokaun, A., Djilali, N., Büchi, F.N., J. Electrochem. Soc. 153, A909 (2006) CrossRef
Büchi, F.N., Geiger, A.B., Neto, R.P., J. Power Sources 145, 62 (2005) CrossRef
Schneider, I.A., Kuhn, H., Wokaun, A., Scherer, G., J. Electrochem. Soc. 152, A2092 (2005) CrossRef
Freunberger, S.A., Reum, M., Evertz, J., Wokaun, A., Büchi, F.N., J. Electrochem. Soc. 153, A2158 (2006) CrossRef
Reum, M., Freunberger, S.A., Wokaun, A., Büchi, F.N., J. Electrochem. Soc. 156, B301 (2009) CrossRef
Reum, M., Freunberger, S.A., Wokaun, A., Büchi, F.N., J. Electrochem. Soc. 156, B1225 (2009) CrossRef
Bernardi, D., Verbrugge, M., J. Electrochem. Soc. 139, 2477 (1992) CrossRef
Amphlett, C., Baumert, R., Harris, T., Mann, R., Peppley, B., Roberge, P., J. Electrochem. Soc. 142, 1 (1995) CrossRef
J. Larminie, A. Dicks, Fuel Cell Systems Explained, 2nd edn. (John Wiley & Sons, 2003)
Yeo, S.C., Eisenberg, A., J. Appl. Polym. Sci. 21, 875 (1977) CrossRef
Motupally, S., Becker, A.J., Weidnera, J.W., J. Electrochem. Soc. 147, 3171 (2000) CrossRef
Zelsmann, R., Pineri, M., Thomas, M., Escoubes, M., J. Appl. Polym. Sci. 41, 1673 (1990) CrossRef
T.F. Fuller, Ph.D. thesis, University of California, Berkeley, CA, 1992
Rivin, D., Kendrick, C.E., Gibson, P.W., Schneider, N.S., Polymer 42, 623 (2001) CrossRef
van Bussel, H.P.L.H., Koene, F.G.H., Mallant, R.K.A.M., J. Power Sources 71, 218 (1998) CrossRef
Fuller, T.F., Newman, J., J. Electrochem. Soc. 139, 1332 (1992) CrossRef
Zawodzinski, T.A., Dawy, J., Valerio, J., Gottesfeld, S., Electrochim. Acta 40, 297 (1995) CrossRef
Ise, M., Kreuer, K.D., Maier, J., Solid State Ion. 125, 213 (1999) CrossRef
Anantaraman, A.V., Gardner, C.L., J. Elecroanal. Chem. 414, 115 (1996) CrossRef
Reike, P.C., Vanderborgh, N.E., J. Membr. Sci. 32, 313 (1987)
Zawodzinski, T.A., Derouin, C., Radzinski, S., Sherman, R.J., Smith, V.T., Springer, T.E., Gottesfeld, S., J. Electrochem. Soc. 140, 1041 (1993) CrossRef
Büchi, F.N., Scherer, G.G., J. Electroanal. Chem. 404, 37 (1993) CrossRef
Marechal, M., Souquet, J.L., Guindet, J., Sanchez, J.Y., Electrochem. Commun. 9, 1039 (2007)
Hinatsu, J.T., Mizuhata, M., Takenaka, H., J. Electrochem. Soc. 141, 1493 (1994) CrossRef
Jalani, N.H., Choi, P., Datta, R., J. Membr. Sci. 254, 31 (2005) CrossRef
Pushpa, K.K., Nandan, D., Iyer, R.M., J. Chem. Soc. Faraday Trans. I 84, 2047 (1988) CrossRef
Park, S., Popov, B.N., Fuel 88, 2068 (2009) CrossRef
Williams, M.V., Begg, E., Bonville, L., Kunz, H.R., Fenton, J.M., J. Electrochem. Soc. 151, A1173 (2004) CrossRef
Flückiger, R., Freunberger, S.A., Kramer, D., Wokaun, A., Scherer, G.G., Büchi, F.N., Electrochim. Acta 54, 551 (2008) CrossRef
Kulikovsky, A., J. Electrochem. Soc. 150, A1432 (2003) CrossRef
Kim, S., Mench, M., J. Membr. Sci. 328, 113 (2009) CrossRef
R. Jinnouchi, H. Yamada, Y. Morimoto, in Proc. of 14th Int. Conf. on the Properties of Water and Steam in Kyoto, Japan, 2004, edited by M. Nakahara, N. Matubayasi, M. Ueno, K. Yasuoka, K. Watanabe (2004), pp. 403–406