Articles | Volume 20, issue 7
https://doi.org/10.5194/tc-20-4099-2026
https://doi.org/10.5194/tc-20-4099-2026
Research article
 | 
24 Jul 2026
Research article |  | 24 Jul 2026

Assessing the effect of land cover on ISBA snow water equivalent and land surface temperature simulations over Europe

Oscar Rojas-Munoz, Constantin Ardilouze, Bertrand Bonan, Diane Tzanos, Darren Ghent, Céline Lamarche, Thomas Nagler, and Jean-Christophe Calvet

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Cited articles

Barella, R., Mortimer, C., Marin, C., Schwaizer, G., Mölg, N., Nagler, T., Wunderle, S., Xiao, X., Luojus, K., Venäläinen, P., Takala, M., Pulliainen, J., Lemmetyinen, J., Moisander, M., and Solberg R.: ESA CCI+ Snow ECV: Product User Guide, version 4.0, April 2024, http://snow-cci.enveo.at/documents/Snow_cci_D4.3_PUG_v4.0.pdf (last access: July 2026), 2024. 
Barella-Ortiz, A., Quintana-Seguí, P., Dari, J., Brocca, L., Altés, V., Villar, J. M., Paolini, G., Escorihuela, M. J., Bonan, B., Calvet, J.-C., and Tzanos, D.: Improved SAFRAN forcing and ECOCLIMAP-SG datasets to simulate irrigation over the Ebro basin, EGU General Assembly 2022, Vienna, Austria, 23–27 May 2022, EGU22-7834, https://doi.org/10.5194/egusphere-egu22-7834, 2022. 
Bélair, S., Crevier, L.-P., Mailhot, J., Bilodeau, B., and Delage, Y.: Operational Implementation of the ISBA Land Surface Scheme in the Canadian Regional Weather Forecast Model. Part I: Warm Season Results, J. Hydrometeorol., 4, 352–370, https://doi.org/10.1175/1525-7541(2003)4<352:OIOTIL>2.0.CO;2, 2003a. 
Bélair, S., Brown, R., Mailhot, J., Bilodeau, B., and Crevier, L.-P.: Operational Implementation of the ISBA Land Surface Scheme in the Canadian Regional Weather Forecast Model. Part II: Cold Season Results, J. Hydrometeorol., 4, 371–386, https://doi.org/10.1175/1525-7541(2003)4<371:OIOTIL>2.0.CO;2, 2003b. 
Blyth, E. M., Arora, V. K., Clark, D. B., Dadson, S. J., De Kauwe, M. G., Lawrence, D. M., Melton, J. R., Pongratz, J., Turton, R. H., Yoshimura, K., and Yuan, H.: Advances in Land Surface Modelling, Curr. Clim. Change Rep., 7, 45–71, https://doi.org/10.1007/s40641-021-00171-5, 2021. 
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Short summary
This study evaluated how updating land cover maps, such as forests, grasslands, and croplands, affects simulations of snow and land surface temperatures across Europe from 2010 to 2022. Results using older, less detailed maps were compared with those from newer, high-resolution data. The updated maps improved the accuracy of snow predictions, particularly in areas where grasslands transitioned to forests. However, the improvements were less noticeable for temperature simulations. 
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