Articles | Volume 15, issue 15
https://doi.org/10.5194/gmd-15-6115-2022
https://doi.org/10.5194/gmd-15-6115-2022
Model description paper
 | 
04 Aug 2022
Model description paper |  | 04 Aug 2022

Climate Services Toolbox (CSTools) v4.0: from climate forecasts to climate forecast information

Núria Pérez-Zanón, Louis-Philippe Caron, Silvia Terzago, Bert Van Schaeybroeck, Llorenç Lledó, Nicolau Manubens, Emmanuel Roulin, M. Carmen Alvarez-Castro, Lauriane Batté, Pierre-Antoine Bretonnière, Susana Corti, Carlos Delgado-Torres, Marta Domínguez, Federico Fabiano, Ignazio Giuntoli, Jost von Hardenberg, Eroteida Sánchez-García, Verónica Torralba, and Deborah Verfaillie

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Cited articles

AEMET: Informe Mensual Climatológico Marzo de 2018, http://www.aemet.es/documentos/es/serviciosclimaticos/vigilancia_clima/resumenes_climat/mensuales/2018/res_mens_clim_2018_03.pdf (last access: 25 October 2021), 2018. 
Balling, R. C.: Classification in Climatology, in: Spatial Statistics and Models, edited by: Gaile, G. L. and Willmott, C. J., Theory and Decision Library, vol. 40, Springer, Dordrecht, https://doi.org/10.1007/978-94-017-3048-8_5, 1984. 
Bartelt, P. and Lehning, M.: A physical SNOWPACK model for the Swiss avalanche warning Part I: Numerical model, Cold Reg. Sci. Technol., 35, 123–145, https://doi.org/10.1016/S0165-232X(02)00074-5, 2002. 
Boer, G. J., Smith, D. M., Cassou, C., Doblas-Reyes, F., Danabasoglu, G., Kirtman, B., Kushnir, Y., Kimoto, M., Meehl, G. A., Msadek, R., Mueller, W. A., Taylor, K. E., Zwiers, F., Rixen, M., Ruprich-Robert, Y., and Eade, R.: The Decadal Climate Prediction Project (DCPP) contribution to CMIP6, Geosci. Model Dev., 9, 3751–3777, https://doi.org/10.5194/gmd-9-3751-2016, 2016. 
Brady, R. X. and Spring, A.: climpred: Verification of weather and climate forecasts, J. Open Source Softw., 6, 2781, https://doi.org/10.21105/JOSS.02781, 2021. 
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Short summary
CSTools (short for Climate Service Tools) is an R package that contains process-based methods for climate forecast calibration, bias correction, statistical and stochastic downscaling, optimal forecast combination, and multivariate verification, as well as basic and advanced tools to obtain tailored products. In addition to describing the structure and methods in the package, we also present three use cases to illustrate the seasonal climate forecast post-processing for specific purposes.