R. P. Allan and B. Soden, Atmospheric warming and the amplification of precipitation extremes, Science, vol.321, pp.1481-1484, 2008.

M. R. Allen, W. J. Ingram, M. Baldauf, and J. P. Schulz, Constraints on future changes in climate and the hydrological cycle, Prognostic precipitation in the Lokal-Modell (LM) of DWD, COSMO Newsletter, vol.419, pp.177-180, 2002.

S. Bastin, C. Champollion, O. Bock, P. Drobinski, and F. Masson, On the use of GPS tomography to investigate the water vapor variability during a Mistral/sea-breeze event in southeastern France, Geophys. Res. Lett, vol.32, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00017445

S. Bastin, C. Champollion, O. Bock, P. Drobinski, and F. Masson, Diurnal cycle of water vapor as documented by a dense GPS network in a coastal area during ESCOMPTE-IOP2, J. Appl. Meteorol. Clim, vol.46, pp.167-182, 2007.
URL : https://hal.archives-ouvertes.fr/hal-00273624

S. Bastin, M. Chiriaco, and P. Drobinski, Control of radiation and evaporation on temperature variability in a WRF regional climate simulation: comparison with colocated long-term ground based observations near Paris, Clim. Dynam, vol.51, pp.985-1003, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01282710

N. Becker, U. Ulbrich, and R. Klein, Systematic large-scale secondary circulations in a regional climate model, Geophys. Res. Lett, vol.42, pp.4142-4149, 2015.

O. Bock, West African Monsoon observed with groundbased GPS receivers during African Monsoon Multidisciplinary Analysis (AMMA), J. Geophys. Res, vol.113, p.21105, 2008.
URL : https://hal.archives-ouvertes.fr/hal-00337060

O. Bock, GPS data: Daily and monthly reprocessed IWV data from 120 global GPS stations, 2016.

O. Bock, C. Keil, E. Richard, C. Flamant, and M. N. Bouin, Validation of precipitable water from ECMWF model analyses with GPS and radiosonde data during the MAP SOP, Q. J. Roy. Meteor. Soc, vol.131, pp.3013-3036, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00138146

O. Bock, P. Bosser, T. Bourcy, L. David, F. Goutail et al., Accuracy assessment of water vapour measurements from in situ and remote sensing techniques during the DEMEVAP 2011 campaign at OHP, Atmos. Meas. Tech, vol.6, pp.2777-2802, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00811876

J. Boé and L. Terray, Land-sea contrast, soil-atmosphere and cloud-temperature interactions: interplays and roles in future summer European climate change, Clim. Dynam, vol.42, pp.683-699, 2014.

P. Bougeault, A simple parameterization of the largescale effects of cumulus convection, Mon. Weather Rev, vol.113, pp.2108-2121, 1985.

C. Champollion, C. Flamant, O. Bock, F. Masson, D. Turner et al., Mesoscale GPS tomography applied to the 12 June 2002 convective initiation event of IHOP_2002, Q. J. Roy. Meteor. Soc, vol.135, pp.645-662, 2009.
URL : https://hal.archives-ouvertes.fr/hal-00372548

C. T. Chen and T. Knutson, On the verification and comparison of extreme rainfall indices from climate models, J. Climate, vol.21, pp.1605-1621, 2008.

F. Cheruy, J. L. Dufresne, F. Hourdin, D. , and A. , Role of clouds and land-atmosphere coupling in midlatitude continental summer warm biases and climate change amplification in CMIP5 simulations, Geophys. Res. Lett, vol.41, pp.6493-6500, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01102348

M. Chiriaco, S. Bastin, P. Yiou, M. Haeffelin, J. Dupont et al., European heatwave in July 2006: observations and modeling showing how local processes amplify conducive large-scale conditions, Geophys. Res. Lett, vol.41, pp.1471-1490, 2019.
URL : https://hal.archives-ouvertes.fr/hal-01027438

S. Bastin, Impact of humidity biases on light precipitation occurrence
URL : https://hal.archives-ouvertes.fr/insu-02006049

M. Chiriaco, J. Dupont, S. Bastin, J. Badosa, J. Lopez et al., ReOBS: a new approach to synthesize long-term multi-variable dataset and application to the SIRTA supersite, Earth Syst. Sci. Data, vol.10, pp.919-940, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01802135

M. Chiriaco, J. Dupont, S. Bastin, J. Badosa, J. Lopez et al., ReOBS: a new approach to synthesize long-term multi-variable dataset and application to the SIRTA supersite, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01802135

J. Colin, M. Déqué, R. Radu, and S. Somot, Sensitivity study of heavy precipitation in limited area model climate simulations: influence of the size of the domain and the use of the spectral nudging technique, Tellus, vol.62, pp.591-604, 2010.

J. Cuxart, P. Bougeault, and J. L. Redelsperger, A turbulence scheme allowing for mesoscale and large-eddy simulations, Q. J. Roy. Meteor. Soc, vol.126, 2000.

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, Q. J. Roy. Meteor. Soc, vol.137, pp.553-597, 2011.

M. Domínguez, M. A. Gaertner, P. De-rosnay, and T. Losada, A regional climate model simulation over West Africa: parameterization tests and analysis of land-surface fields, Clim. Dynam, vol.35, pp.249-265, 2010.

M. Domínguez, R. Romera, E. Sánchez, L. Fita, J. Fernadez et al., Present-climate precipitation and temperature extremes over Spain from a set of high resolution RCMs, Clim. Res, vol.58, pp.149-164, 2013.

G. Doms, J. Förstner, E. Heise, H. Herzog, M. Raschendorfer et al., A description of the nonhydrostatic regional model LM. Part II: physical parameterization, 2007.

P. Drobinski, B. Alonso, S. Bastin, N. Da-silva, and C. Muller, Scaling of precipitation extremes with temperature in the French Mediterranean region: what explains the hook shape?, J. Geophys. Res.-Atmos, vol.121, pp.3100-3119, 2016.
URL : https://hal.archives-ouvertes.fr/insu-01298539

J. Dudhia, Numerical study of convection observed during the winter monsoon experiment using a mesoscale two-dimensional model, J. Atmos. Sci, vol.46, pp.3077-3107, 1989.

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.8, pp.1649-1679, 1973.

K. A. Emanuel, A cumulus representation based on the episodic mixing model: the importance of mixing and microphysics in predicting humidity, AMS Meteorol. Monogr, vol.24, pp.185-192, 1993.

E. M. Fischer, S. I. Seneviratne, P. L. Vidale, D. Lüthi, and C. Schär, Soil moisture-atmosphere interactions during the 2003 European summer heat wave, J. Climate, vol.20, pp.5081-5099, 2007.

G. Flato, J. Marotzke, B. Abiodun, P. Braconnot, S. C. Chou et al., Evaluation of climate models, in: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, pp.741-882, 2013.

Y. Fouquart and B. Bonnel, Computations of solar heating of the Earth's atmosphere: a new parametrization, Contrib. Atmos. Phys, vol.53, pp.35-62, 1980.

Q. Fumière, M. Déqué, O. Nuissier, S. Somot, A. Alias et al., Extreme rainfall in Mediterranean France during autumn: added value of the AROME convection permitting regional climate model, in revision, Clim. Dynam, 2019.

M. Haeffelin, L. Barthès, O. Bock, C. Boitel, S. Bony et al., SIRTA, a ground-based atmospheric observatory for cloud and aerosol research, Ann. Geophys, vol.23, pp.253-275, 2005.
DOI : 10.5194/angeo-23-253-2005

URL : https://hal.archives-ouvertes.fr/hal-00329353

S. Hagemann, L. Bengtsson, G. Gendt, I. M. Held, and B. J. Soden, On the determination of atmospheric water vapor from GPS measurements, J. Geophys. Res, vol.108, pp.5686-5699, 2003.

C. E. Holloway and J. D. Neelin, Moisture vertical structure, column water vapor, and tropical deep convection, J. Atmos. Sci, vol.66, pp.1665-1683, 2009.
DOI : 10.1175/2008jas2806.1

URL : http://journals.ametsoc.org/doi/pdf/10.1175/2008JAS2806.1

S. Y. Hong, J. Dudhia, C. , and S. H. , A revised approach to ice microphysical processes for the bulk parameterization of clouds and precipitation, Mon. Weather Rev, vol.132, pp.103-120, 2004.

F. Hourdin, I. Musat, S. Bony, P. Braconnot, F. Codron et al., The LMDZ4 general circulation model: climate performance and sensitivity to parametrized physics with emphasis on tropical convection, Clim. Dynam, vol.27, pp.787-813, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00113202

J. S. Kain, The Kain-Fritsch convective parameterization: an update, J. Appl. Meteorol, vol.43, pp.170-181, 2004.
DOI : 10.1175/1520-0450(2004)043<0170:tkcpau>2.0.co;2

V. V. Kharin, F. W. Zwiers, X. Zhang, and G. C. Hegerl, Changes in temperature and precipitation extremes in the IPCC ensemble of global coupled model simulations, J. Climate, vol.20, pp.1419-1444, 2007.

H. Kida, T. Koide, H. Sasaki, C. , and M. , A New Approach for Coupling a Limited Area Model to a Gcm for Regional Climate Simulations, J. Meteorol. Soc. Jpn, vol.69, pp.723-728, 1991.

S. Knist, K. Goergen, E. Buonomo, O. B. Christensen, A. Colette et al., Land-atmosphere coupling in EURO-CORDEX evaluation experiments, J. Geophys. Res.Atmos, vol.122, pp.79-103, 2017.
DOI : 10.1002/2016jd025476

URL : https://hal.archives-ouvertes.fr/hal-01584150

G. Krinner, N. Viovy, N. De-noblet-ducoudré, J. Ogée, J. Polcher et al., A dynamic global vegetation model for studies of the coupled atmosphere biosphere system, Global Biogeochem. Cy, vol.19, p.1015, 2005.
URL : https://hal.archives-ouvertes.fr/insu-00374606

O. Laurantin, P. Tabary, P. Dupuy, G. L&apos;henaff, C. Merlier et al., A 10-year (1997-2006) reanalysis of quantitative precipitation estimation over France, ERAD 2012: the 7th European conference on radar meteorology and hydrology, pp.25-29, 2012.

Z. X. Li, Ensemble atmospheric GCM simulation of climate interannual variability from 1979 to 1994, J. Climate, vol.12, pp.986-1001, 1999.

E. Lombardi, MedCORDEX website, hosted by ENEA, p.30, 2019.

J. Louis, A parametric model of vertical eddy fluxes in the atmosphere, Bound.-Lay. Meteorol, vol.17, pp.187-202, 1979.

D. Matte, R. Laprise, R. M. Thériault, L. , and P. , Spatial spin-up of fine scales in a regional climate model simulation driven by low-resolution boundary conditions, Clim. Dynam, vol.49, pp.563-574, 2017.

E. J. Mlawer, S. J. Taubnam, P. D. Brown, M. J. Iacono, and S. A. Clough, A validated correlated k-model for the longwave, J. Geophys. Res, vol.102, pp.16663-16682, 1997.

J. J. Morcrette, Impact of changes to the radiation transfer parameterizations plus cloud optical properties in the ECMWF model, Mon. Weather Rev, vol.118, pp.847-873, 1990.

J. J. Morcrette, L. Smith, and Y. Fouquart, Pressure and temperature dependence of the absorption in longwave radiation parametrizations, Contrib. Atmos. Phys, vol.59, pp.455-469, 1986.

J. J. Morcrette, H. Barker, J. Cole, M. Iacono, P. et al., Impact of a new radiation package, McRad, in the ECMWF Integrated Forecasting System, Mon. Weather Rev, vol.136, pp.4773-4798, 2008.

C. Muller, Impact of convective organization on the response of tropical precipitation extremes to warming, J. Climate, vol.26, pp.5028-5043, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00995152

J. D. Neelin, O. Peters, and K. Hales, The Transition to Strong Convection, J. Atmos. Sci, vol.66, pp.2367-2384, 2009.

T. Ning, J. Wang, G. Elgered, G. Dick, J. Wickert et al., The uncertainty of the atmospheric integrated water vapour estimated from GNSS observations, Atmos. Meas. Tech, vol.9, pp.79-92, 2016.

Y. Noh, W. G. Cheon, S. Y. Hong, S. Raasch, J. Noilhan et al., Improvement of the k-profile model for the planetary boundary layer based on large eddy simulation data, Bound.-Lay. Meteorol, vol.107, pp.145-159, 1996.

J. Noilhan and S. Planton, A simple parameterization of land surface processes for meteorological models, Mon. Weather Rev, vol.117, pp.536-549, 1989.

P. A. O&apos;gorman and E. Schneider, Scaling of precipitation extremes over a wide range of climates simulated with an idealised GCM, J. Climate, vol.22, pp.5676-5685, 2009.

H. Omrani, P. Drobinski, D. , and T. , Optimal nudging strategies in regional climate modelling: investigation in a Big-Brother Experiment over the European and Mediterranean regions, Clim. Dynam, vol.41, pp.2451-2470, 2013.
URL : https://hal.archives-ouvertes.fr/hal-01099075

H. Omrani, P. Drobinski, D. , and T. , Using nudging to improve global-regional dynamic consistency in limited-area climate modeling: what should we nudge?, Clim. Dynam, vol.44, pp.1627-1644, 2015.

P. Pall, M. R. Allen, D. A. Stone, G. Panthou, M. Vrac et al., Impact of model resolution and Mediterranean sea coupling on hydrometeorological extremes in RCMs in the frame of HyMeX and MED-CORDEX, Clim. Dynam, vol.28, pp.915-932, 2007.

A. C. Parracho, O. Bock, and S. Bastin, Global IWV trends and variability in atmospheric reanalyses and GPS observations, Atmos. Chem. Phys, vol.18, pp.16213-16237, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01708999

D. A. Randall, R. A. Wood, B. Bony, R. Colman, T. Fichefet et al., Climate models and their evaluation, in: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the fourth assessment report of the Intergovernmental Panel on Climate Change, 2007.

J. L. Ricard and J. F. Royer, A statistical cloud scheme for use in an AGCM, Ann. Geophys, vol.11, pp.1095-1115, 1993.

B. Ritter and J. Geleyn, A comprehensive radiation scheme of numerical weather prediction with potential application to climate simulations, Mon. Weather Rev, vol.120, pp.303-325, 1992.

, The regional climate model COSMO-CLM (CCLM), vol.17, pp.347-348, 2008.

P. Ruti, S. Somot, F. Giorgi, C. Dubois, E. Flaounas et al., MedCORDEX initiative for Mediterranean climate studies, Atmos. Chem. Phys, vol.19, pp.1471-1490, 2019.
URL : https://hal.archives-ouvertes.fr/insu-01241426

S. Bastin, Impact of humidity biases on light precipitation occurrence
URL : https://hal.archives-ouvertes.fr/insu-01836474

, Meteorol. Soc, vol.97, pp.1187-1208, 2016.

A. Ruzmaikin, H. H. Aumann, and E. M. Manning, Relative Humidity in the troposphere with AIRS, J. Atmos. Sci, vol.71, pp.2516-2533, 2014.

T. Salameh, P. Drobinski, D. , and T. , The effect of indiscriminate nudging time on the large and small scales in regional climate modelling: application to the Mediterranean Basin, Q. J. Roy. Meteor. Soc, vol.136, pp.170-182, 2010.

S. Sahany, J. D. Neelin, K. Hales, N. , and R. B. , Temperaturemoisture dependence of the deep convective transition as a constraint on entrainment in climate models, J. Atmos. Sci, vol.69, pp.1340-1358, 2012.

A. Singleton and R. Toumi, Super-Clausius-Clapeyron scalnig of rainfall in a model squall line, Q. J. Roy. Meteor. Soc, vol.139, pp.334-339, 2013.

W. C. Skamarock, J. B. Klemp, J. Dudhia, D. O. Gill, D. M. Barker et al., A description of the advanced research WRF version, vol.3, 2008.

T. G. Smirnova, J. M. Brown, and S. G. Benjamin, Performance of different soil model configurations in simulating ground surface temperature and surface fluxes, Mon. Weather Rev, vol.125, pp.1870-1884, 1997.

R. N. Smith, A scheme for predicting layer clouds and their water content in a general circulation model, Q. J. Roy. Meteor. Soc, vol.116, pp.435-460, 1990.

M. Sugiyama, H. Shiogama, and S. Emori, Precipitation extreme changes exceeding moisture content increases in MIROC and IPCC climate models, P. Natl. Acad. Sci. USA, vol.107, pp.571-575, 2010.

Y. Sun, S. Solomon, A. Dai, and R. W. Portmann, How often does it rain?, J. Climate, vol.19, pp.916-934, 2006.

M. Tiedtke, A comprehensive mass flux scheme for cumulus parameterization in large-scale models, Mon. Weather Rev, vol.117, pp.1779-1799, 1989.

K. E. Trenberth, Changes in precipitation with climate change, Clim. Res, vol.47, pp.123-138, 2011.

K. E. Trenberth, A. Dai, R. M. Rasmussen, and D. B. Parsons, The changing character of precipitation, B. Am. Meteorol. Soc, vol.84, pp.1205-121, 2003.

K. E. Trenberth, J. Fasullo, and S. L. , Trends and variability in column-integrated atmospheric water vapor, Clim. Dynam, vol.24, pp.741-758, 2005.

L. Zhang, L. Wu, and B. Gan, Modes and Mechanisms of Global Water Vapor Variability over the Twentieth Century, J. Climate, vol.26, pp.5578-5593, 2013.

J. Wang and L. Zhang, Climate applications of a global, 2-hourly atmospheric precipitable water dataset derived from IGS tropospheric products, J. Geodesy, vol.83, pp.209-217, 2009.

J. Wang, L. Zhang, A. Dai, T. Van-hove, and J. Van-baelen, A near-global 2-hourly data set of atmospheric precipitable water from ground-based GPS measurements, J. Geophys. Res, vol.112, p.11107, 2007.
URL : https://hal.archives-ouvertes.fr/insu-00161214