A. Becker, P. Finger, A. Meyer-christoffer, B. Rudolf, K. Schamm et al., A description of the global land-surface precipitation data products of the Global Precipitation Climatology Centre with sample applications including centennial (trend) analysis from 1901???present, Earth System Science Data, vol.5, issue.1, pp.71-99, 2013.
DOI : 10.5194/essd-5-71-2013

P. Blanc, B. Gschwind, M. Lefèvre, W. , and L. , The HelioClim project: Surface solar irradiance data for climate applications, Remote Sensing, pp.343-361, 2011.

S. Bojinski, M. Verstraete, T. C. Peterson, C. Richter, A. Simmons et al., The Concept of Essential Climate Variables in Support of Climate Research, Applications, and Policy, Bulletin of the American Meteorological Society, vol.95, issue.9, pp.1431-1443, 2014.
DOI : 10.1175/BAMS-D-13-00047.1

A. Boilley and L. Wald, Comparison between meteorological reanalyses from ERA-Interim and MERRA and measurements of daily solar irradiation at surface, Renew. Energ, pp.135-143, 2015.

J. and Q. J. Roy, The twentieth century reanalysis project, Meteor. Soc, vol.137, pp.1-28, 2011.

B. A. Cosgrove, D. Lohmann, K. E. Mitchell, P. R. Houser, E. F. Wood et al., Real-time and retrospective forcing in the North American Land Data Assimilation System (NLDAS) project, Journal of Geophysical Research, vol.11, issue.D22, p.8842, 2003.
DOI : 10.1029/2002JD003118

J. J. Danielson and D. B. Gesch, Global multi-resolution terrain elevation data 2010 (GMTED2010): U.S. Geological Survey Open-File Report, 1073.

D. P. Dee, S. M. Uppala, A. J. Simmons, P. Berrisford, P. Poli et al., The ERA-Interim reanalysis: configuration and performance of the data assimilation system, Quarterly Journal of the Royal Meteorological Society, vol.91, issue.656, pp.553-597, 2011.
DOI : 10.1175/2008MWR2781.1

L. Dekens, S. Parey, M. Grandjacques, and D. Dacunha-castelle, Multivariate distribution correction of climate model outputs: A generalization of quantile mapping approaches, Environmetrics, vol.111, issue.3-4, 2017.
DOI : 10.1007/s10584-011-0167-9

R. J. Dunn, K. M. Willett, P. W. Thorne, E. V. Woolley, I. Durre et al., HadISD: a qualitycontrolled global synoptic report database for selected variables at long-term stations from, Clim. Past, vol.85194, issue.10, pp.1649-1679, 1649.
DOI : 10.5194/cpd-8-1763-2012
URL : http://doi.org/10.5194/cpd-8-1763-2012

R. J. Dunn, K. M. Willett, C. P. Morice, P. , and D. E. , Pairwise homogeneity assessment of HadISD, Climate of the Past, vol.10, issue.4, pp.1501-1522, 1501.
DOI : 10.5194/cp-10-1501-2014
URL : http://doi.org/10.5194/cp-10-1501-2014

Y. Eissa, M. Korany, Y. Aoun, M. Boraiy, A. Wahab et al., Validation of the Surface Downwelling Solar Irradiance Estimates of the HelioClim-3 Database in Egypt, Remote Sensing, vol.7, issue.7, pp.9269-9291, 2015.
DOI : 10.5194/gmd-7-1661-2014
URL : https://hal.archives-ouvertes.fr/hal-01180379

L. Gudmundsson, J. B. Bremnes, J. E. Haugen, and T. Engen-skaugen, Technical Note: Downscaling RCM precipitation to the station scale using statistical transformations – a comparison of methods, Hydrology and Earth System Sciences, vol.16, issue.9, pp.3383-3390, 2012.
DOI : 10.5194/hess-16-3383-2012

C. Harpham, A. Troccoli, P. Jones, T. Ranchin, W. et al., Comparing monthly statistical distributions of wind speed measured at wind towers and estimated from ERA-Interim, 16th EMS Annual Meeting EMS Annual Meeting Abstracts, pp.12-16, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01387209

I. Harris, P. D. Jones, T. J. Osborn, and D. H. Lister, Updated high-resolution grids of monthly climatic observations - the CRU TS3.10 Dataset, International Journal of Climatology, vol.15, issue.12, pp.623-642, 2014.
DOI : 10.1002/joc.3370150207

M. R. Haylock, N. Hofstra, A. M. Klein-tank, E. J. Klok, P. D. Jones et al., A European daily high-resolution gridded dataset of surface temperature and precipitation, J. Geophys. Res, vol.113, 2008.

H. Hersbach, C. Peubey, A. Simmons, P. Berrisford, P. Poli et al., ERA-20CM: a twentieth-century atmospheric model ensemble, Quarterly Journal of the Royal Meteorological Society, vol.31, issue.691, pp.2350-2375, 2015.
DOI : 10.1002/joc.2103

E. B. Horton, C. K. Folland, P. , and D. E. , The changing incidence of extremes in worldwide and Central England temperatures to the end of the twentieth century, Climatic Change, vol.50, issue.3, pp.267-295, 2001.
DOI : 10.1023/A:1010603629772

P. D. Jones, The reliability of global and hemispheric surface temperature records, Advances in Atmospheric Sciences, vol.101, issue.1, pp.269-282, 2016.
DOI : 10.1073/pnas.0400357101

D. Maraun, Nonstationarities of regional climate model biases in European seasonal mean temperature and precipitation sums, Geophysical Research Letters, vol.13, issue.11, 2012.
DOI : 10.1175/1520-0442(2000)013<1936:VOMPIT>2.0.CO;2

D. Maraun, Bias Correction, Quantile Mapping, and Downscaling: Revisiting the Inflation Issue, Journal of Climate, vol.26, issue.6, pp.2137-2143, 2013.
DOI : 10.1175/JCLI-D-12-00821.1
URL : http://oceanrep.geomar.de/21175/1/jcli-d-12-00821.1.pdf

D. Maraun, F. Wetterhall, A. M. Ireson, R. E. Chandler, E. J. Kendon et al., Precipitation downscaling under climate change: Recent developments to bridge the gap between dynamical models and the end user, Reviews of Geophysics, vol.12, issue.1???4, p.3003, 2010.
DOI : 10.1177/030913339902300204

M. Marchand, N. Al-azri, A. Ombe-ndeffotsing, E. Wey, W. et al., Evaluating meso-scale change in performance of several databases of hourly surface irradiation in South-eastern Arabic Pensinsula, Advances in Science and Research, vol.14, issue.10, pp.7-15, 2017.
DOI : 10.1002/9783527634651
URL : https://hal.archives-ouvertes.fr/hal-01464164

R. Orth and S. I. Seneviratne, Introduction of a simple-model-based land surface dataset for Europe, Environmental Research Letters, vol.10, issue.4, p.44012, 2015.
DOI : 10.1088/1748-9326/10/4/044012

G. T. Oyerinde, F. C. Hountondji, A. E. Lawin, A. J. Odofin, A. Afouda et al., Improving hydro-climate projections with bias-correction in Sahelian Niger basin, 2017.
DOI : 10.20944/preprints201612.0037.v1

C. Piani, J. O. Haerter, and E. Coppola, Statistical bias correction for daily precipitation in regional climate models over Europe, Theoretical and Applied Climatology, vol.62, issue.1???3, pp.187-192, 2010.
DOI : 10.1023/B:CLIM.0000013685.99609.9e

C. Piani, G. Weedon, M. Best, S. Gomes, P. Viterbo et al., Statistical bias correction of global simulated daily precipitation and temperature for the application of hydrological models, Journal of Hydrology, vol.395, issue.3-4, pp.199-215, 2010.
DOI : 10.1016/j.jhydrol.2010.10.024

M. M. Rienecker, M. J. Suarez, R. Gelaro, R. Todling, J. Bacmeister et al., MERRA: NASA???s Modern-Era Retrospective Analysis for Research and Applications, Journal of Climate, vol.24, issue.14, pp.3624-3648, 2011.
DOI : 10.1175/JCLI-D-11-00015.1

C. Rigollier, M. Lefèvre, W. , and L. , The method Heliosat-2 for deriving shortwave solar radiation from satellite images, Solar Energy, vol.77, issue.2, pp.159-169, 2004.
DOI : 10.1016/j.solener.2004.04.017
URL : https://hal.archives-ouvertes.fr/hal-00361364

J. Sheffield, G. Goteti, and E. F. Wood, Development of a 50-Year High-Resolution Global Dataset of Meteorological Forcings for Land Surface Modeling, Journal of Climate, vol.19, issue.13, pp.3088-3111, 2006.
DOI : 10.1175/JCLI3790.1

A. J. Simmons, P. Berrisford, D. P. Dee, H. Hersbach, S. Hirahara et al., A reassessment of temperature variations and trends from global reanalyses and monthly surface climatological datasets, Quarterly Journal of the Royal Meteorological Society, vol.93, issue.702, pp.101-119, 2017.
DOI : 10.1175/BAMS-D-11-00241.1

A. Smith, N. Lott, and R. Vose, The Integrated Surface Database: Recent Developments and Partnerships, Bulletin of the American Meteorological Society, vol.92, issue.6, pp.704-708, 2011.
DOI : 10.1175/2011BAMS3015.1

M. J. Themeßl, A. Gobiet, and A. Leuprecht, Empirical-statistical downscaling and error correction of daily precipitation from regional climate models, International Journal of Climatology, vol.12, issue.612, pp.1530-1544, 2011.
DOI : 10.1175/1520-0442(1999)012<2474:TAMAAS>2.0.CO;2

M. J. Themeßl, A. Gobiet, H. , and G. , Empirical-statistical downscaling and error correction of regional climate models and its impact on the climate change signal, Climatic Change, vol.62, issue.612, pp.449-468, 2012.
DOI : 10.1023/B:CLIM.0000013685.99609.9e

C. Thomas, E. Wey, P. Blanc, W. , and L. , Validation of three satellite-derived databases of surface solar radiation using measurements performed at 42 stations in Brazil, Advances in Science and Research, vol.13, pp.129-136, 2016.
DOI : 10.5194/asr-13-81-2016
URL : https://hal.archives-ouvertes.fr/hal-01330135

C. Thomas, E. Wey, P. Blanc, L. Wald, and M. Lefèvre, Validation of HelioClim-3 Version 4, HelioClim-3 Version 5 and MACC-RAD Using 14 BSRN Stations, Solar Heating and Cooling, Energy Procedia, pp.1059-1069, 2015.
DOI : 10.1016/j.egypro.2016.06.275
URL : https://hal.archives-ouvertes.fr/hal-01353947

M. R. Tye, D. B. Stephenson, G. J. Holland, and R. W. Katz, A Weibull Approach for Improving Climate Model Projections of Tropical Cyclone Wind-Speed Distributions, Journal of Climate, vol.27, issue.16, pp.6119-6133, 2014.
DOI : 10.1175/JCLI-D-14-00121.1

M. Vrac and P. Friederichs, Multivariate???Intervariable, Spatial, and Temporal???Bias Correction*, Journal of Climate, vol.28, issue.1, pp.218-237, 2015.
DOI : 10.1175/JCLI-D-14-00059.s1

M. Vrac, P. Drobinski, A. Merlo, M. Herrmann, C. Lavaysse et al., Dynamical and statistical downscaling of the French Mediterranean climate: uncertainty assessment, Natural Hazards and Earth System Science, vol.12, issue.9, pp.2769-2784, 2012.
DOI : 10.5194/nhess-12-2769-2012
URL : https://hal.archives-ouvertes.fr/hal-01111697

G. P. Weedon, S. Gomes, P. Viterbo, H. Österle, J. C. Adam et al., The WATCH forcing data: A meteorological forcing dataset for land surface and hydrological models, p.3, 1958.

G. P. Weedon, S. Gomes, P. Viterbo, W. J. Shuttleworth, E. Blyth et al., Creation of the WATCH Forcing Data and Its Use to Assess Global and Regional Reference Crop Evaporation over Land during the Twentieth Century, Journal of Hydrometeorology, vol.12, issue.5, pp.823-848, 2011.
DOI : 10.1175/2011JHM1369.1

G. P. Weedon, G. Balsamo, N. Bellouin, S. Gomes, M. J. Best et al., The WFDEI meteorological forcing data set: WATCH Forcing Data methodology applied to ERA-Interim reanalysis data, Water Resources Research, vol.12, issue.D20, pp.7505-7514, 2014.
DOI : 10.1175/2011JHM1369.1
URL : http://onlinelibrary.wiley.com/doi/10.1002/2014WR015638/pdf

R. Wilcke, T. Mendlik, and A. Gobiet, Multi-variable error correction of regional climate models, Climatic Change, vol.16, issue.5, pp.871-887, 2013.
DOI : 10.1175/1520-0442(2003)016<0799:SPDOTN>2.0.CO;2

W. Yang, J. Andreasson, L. P. Graham, J. Olsson, J. Rosberg et al., Distribution-based scaling to improve usability of regional climate model projections for hydrological climate change impacts studies, Hydrology Research, vol.41, issue.3-4, pp.3-4, 2010.
DOI : 10.2166/nh.2010.004