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. Dyn, vol.51, issue.3, pp.985-1003, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01282710

S. Bastin, P. Drobinski, M. Chiriaco, O. Bock, R. Roehrig et al., , p.5

P. Parracho and A. C. , Impact of humidity biases on light precipitation occurrence: observations versus modelisation, ACP Spec. Issue Hymex, pp.1-37, 2019.

J. Boé, Modulation of soil moisture-precipitation interactions over France by large scale circulation, Clim. Dyn, vol.40, issue.3-4, pp.875-892, 2013.

J. Boé and F. Habets, Multi-decadal river flow variations in France, Hydrol. Earth Syst. Sci, vol.18, issue.2, pp.691-708, 2014.

R. Bonnet, J. Boé, G. Dayon, and E. Martin, Twentieth-Century Hydrometeorological Reconstructions to Study the Multidecadal Variations of the Water Cycle Over France, Water Resour. Res, vol.53, issue.10, pp.8366-8382, 2017.

L. Brunner, G. C. Hegerl, and A. K. Steiner, Connecting Atmospheric Blocking to European Temperature Extremes in Spring, p.15

, J. Clim, vol.30, issue.2, pp.585-594, 2017.

J. J. Cassano, P. Uotila, A. H. Lynch, and E. N. Cassano, Predicted changes in synoptic forcing of net precipitation in large Arctic river basins during the 21st century, J. Geophys. Res. Biogeosciences, vol.112, issue.G4, 2007.

C. Cassou and J. Cattiaux, Disruption of the European climate seasonal clock in a warming world, Nat. Clim. Change, vol.6, issue.6, pp.589-594, 2016.

C. Cassou, L. Terray, and A. S. Phillips, Tropical Atlantic Influence on European Heat Waves, J. Clim, vol.18, issue.15, pp.2805-2811, 2005.

C. Cassou, M. Minvielle, L. Terray, and C. Périgaud, A statistical-dynamical scheme for reconstructing ocean forcing in the Atlantic. Part I: weather regimes as predictors for ocean surface variables, Clim. Dyn, vol.36, issue.1-2, pp.19-39, 2011.

J. Cattiaux, Extrêmes de température en Europe: mécanismes et réponses au changement climatique, vol.6, 2010.

J. Cattiaux, P. Yiou, and R. Vautard, Dynamics of future seasonal temperature trends and extremes in Europe: a multi-model analysis from CMIP3, Clim. Dyn, vol.38, issue.9, pp.1949-1964, 2012.

J. Cattiaux, H. Douville, R. Schoetter, S. Parey, and P. Yiou, Projected increase in diurnal and interdiurnal variations of 30

, European summer temperatures, Geophys. Res. Lett, vol.42, issue.3, pp.899-907, 2015.

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, issue.15, pp.5644-5652, 2006.
URL : https://hal.archives-ouvertes.fr/hal-01027438

, Manuscript under review for journal Atmos. Chem. Phys. Discussion, issue.10, 2019.

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, issue.2, pp.919-940, 2018.
URL : https://hal.archives-ouvertes.fr/insu-01802135

J. Cohen, J. A. Screen, J. C. Furtado, M. Barlow, D. Whittleston et al., Recent Arctic amplification and extreme mid-latitude weather, Nat. Geosci, vol.7, p.627, 2014.

J. L. Cohen, J. C. Furtado, M. A. Barlow, V. A. Alexeev, and J. E. Cherry, Arctic warming, increasing snow cover and widespread boreal winter cooling, Environ. Res. Lett, vol.7, issue.1, p.14007, 2012.

A. Dai, J. C. Fyfe, S. Xie, and X. Dai, Decadal modulation of global surface temperature by internal climate variability, Nat. Clim. Change, vol.5, issue.6, pp.555-559, 2015.

M. Daniel, Villes, climat urbain et climat régional sur la France: étude par une approche de modélisation climatique couplée, p.10

D. P. Dee and S. Uppala, Variational bias correction of satellite radiance data in the ERA-Interim reanalysis, Q. J. R. Meteorol. Soc, vol.135, issue.644, pp.1830-1841, 2009.

D. P. Dee, S. M. Uppala, A. J. Simmons, P. Berrisford, P. Poli et al., , p.15

A. J. Geer, L. Haimberger, S. B. Healy, H. Hersbach, E. V. Hólm et al., The ERA-Interim reanalysis: configuration and performance of the data assimilation system, Q. J. R. Meteorol. Soc, vol.137, issue.656, pp.553-597, 2011.

C. Dione, F. Lohou, M. Chiriaco, M. Lothon, S. Bastin et al., The Influence of Synoptic 20 Circulations and Local Processes on Temperature Anomalies at Three French Observatories, J. Appl. Meteorol. Climatol, vol.56, issue.1, pp.141-158, 2017.

M. G. Donat and L. V. Alexander, The shifting probability distribution of global daytime and night-time temperatures, Geophys. Res. Lett, vol.39, issue.14, 2012.

M. G. Donat, L. V. Alexander, H. Yang, I. Durre, R. Vose et al., , p.25

J. Hewitson, B. Jack, C. Klein-tank, A. M. Kruger, A. C. Marengo et al., Updated analyses of temperature and precipitation extreme indices since the beginning of the twentieth century: The HadEX2 dataset, J. Geophys. Res. Atmospheres, vol.118, issue.5, pp.2098-2118, 2013.

B. Dong, R. T. Sutton, and L. Shaffrey, Understanding the rapid summer warming and changes in temperature extremes since 30 the mid-1990s over Western Europe, Clim. Dyn, vol.48, issue.5-6, pp.1537-1554, 2017.

Y. Durand, E. Brun, L. Merindol, G. Guyomarc'h, B. Lesaffre et al., A meteorological estimation of relevant parameters for snow models, Ann. Glaciol, vol.18, pp.65-71, 1993.

C. B. Field, V. Barros, T. F. Stocker, and Q. Dahe, Managing the risks of extreme events and disasters to advance climate change adaptation: special report of the intergovernmental panel on climate change, 2012.

E. M. Fischer, J. Rajczak, and C. Schär, Changes in European summer temperature variability revisited, Geophys. Res. Lett, vol.39, issue.19, 2012.

, Manuscript under review for journal Atmos. Chem. Phys. Discussion, issue.10, 2019.

J. A. Francis, S. J. Vavrus, . K. ;-r, L. A. Pachauri, and . Meyer, GIEC: Changements climatiques 2014: Rapport de synthèse. Contribution des Groupes de travail I, Geophys. Res. Lett, vol.39, issue.6, 2012.

M. Haeffelin, L. Barthès, O. Bock, C. Boitel, S. Sony et al., SIRTA, a ground-based atmospheric observatory for cloud and aerosol research, Ann. Geophys, vol.23, issue.2, pp.253-275, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00329353

D. E. Horton, N. C. Johnson, D. Singh, D. L. Swain, B. Rajaratnam et al., Contribution of changes in 10 atmospheric circulation patterns to extreme temperature trends, Nature, vol.522, p.465, 2015.

C. Huntingford, P. D. Jones, V. N. Livina, T. M. Lenton, and P. M. Cox, No increase in global temperature variability despite changing regional patterns, Nature, vol.500, issue.7462, pp.327-330, 2013.

A. Jézéquel, P. Yiou, and S. Radanovics, Role of circulation in European heatwaves using flow analogues, Clim. Dyn, vol.50, issue.3-4, pp.1145-1159, 2018.

T. R. Karl, N. Nicholls, and A. Ghazi, CLIVAR/GCOS/WMO workshop on indices and indicators for climate extremes: Workshop summary, vol.42, pp.3-7, 1999.

M. G. Kendall, Rank correlation methods, 1955.

E. Kodra and A. R. Ganguly, Asymmetry of projected increases in extreme temperature distributions, Sci. Rep, vol.4, issue.1, 2015.

M. Kretschmer, D. Coumou, L. Agel, M. Barlow, E. Tziperman et al., More-Persistent Weak Stratospheric Polar Vortex States Linked to Cold Extremes, Bull. Am. Meteorol. Soc, vol.99, issue.1, pp.49-60, 2018.

B. Legras and M. Ghil, Persistent Anomalies, Blocking and Variations in Atmospheric Predictability, J. Atmospheric Sci, vol.42, issue.5, pp.433-471, 1985.

S. C. Lewis and A. D. King, Evolution of mean, variance and extremes in 21st century temperatures, Weather Clim. Extrem, vol.25, pp.1-10, 2017.

H. B. Mann, Nonparametric Tests Against Trend, vol.13, p.245, 1945.

K. A. Mckinnon, A. Rhines, M. P. Tingley, and P. Huybers, The changing shape of Northern Hemisphere summer temperature distributions, J. Geophys. Res. Atmospheres, vol.121, issue.15, pp.8849-8868, 2016.

P. Michelangeli, R. Vautard, and B. Legras, Weather Regimes: Recurrence and Quasi Stationarity, J. Atmospheric Sci, vol.30, issue.8, pp.1237-1256, 1995.

D. G. Miralles, A. J. Teuling, C. C. Van-heerwaarden, and J. Vilà-guerau-de-arellano, Mega-heatwave temperatures due to combined soil desiccation and atmospheric heat accumulation, Nat. Geosci, vol.7, p.345, 2014.

, Manuscript under review for journal Atmos. Chem. Phys. Discussion, issue.10, 2019.

T. Palmer, Record-breaking winters and global climate change, Science, vol.344, issue.6186, pp.803-804, 2014.

T. C. Peterson, Climate Change Indices, WMO Bull, vol.54, issue.2, pp.83-86, 2005.

T. C. Peterson, C. K. Folland, G. Gruza, W. Hogg, A. Mokssit et al., Report on the Activities of the Working Group on Climate Change Detection and Related Rapporteurs, WMO-TD 1071, 1998.

V. Petoukhov, S. Rahmstorf, S. Petri, and H. J. Schellnhuber, Quasiresonant amplification of planetary waves and recent Northern Hemisphere weather extremes, Proc. Natl. Acad. Sci, vol.110, issue.14, pp.5336-5341, 2013.

P. Quintana-seguí, P. Le-moigne, Y. Durand, E. Martin, F. Habets et al., Analysis of Near-Surface Atmospheric Variables: Validation of the SAFRAN Analysis over France, J. Appl. Meteorol. Climatol, vol.47, issue.1, pp.92-107, 2008.

K. L. Rasmussen, A. F. Prein, R. M. Rasmussen, K. Ikeda, and C. Liu, Changes in the convective population and thermodynamic environments in convection-permitting regional climate simulations over the United States, Clim. Dyn, 2017.

B. B. Reinhold and R. T. Pierrehumbert, Dynamics of Weather Regimes: Quasi-Stationary Waves and Blocking, vol.110, pp.1105-1145, 1982.

A. Rhines and P. Huybers, Frequent summer temperature extremes reflect changes in the mean, not the variance, Proc. Natl. Acad. Sci, vol.110, pp.546-546, 2013.

C. Schwingshackl, M. Hirschi, and S. I. Seneviratne, Global Contributions of Incoming Radiation and Land Surface Conditions to Maximum Near-Surface Air Temperature Variability and Trend, Geophys. Res. Lett, vol.45, issue.10, pp.5034-5044, 2018.

J. A. Screen, The missing Northern European winter cooling response to Arctic sea ice loss, Nat. Commun, vol.8, p.14603, 2017.

J. A. Screen and I. Simmonds, The central role of diminishing sea ice in recent Arctic temperature amplification, Nature, vol.464, issue.7293, pp.1334-1337, 2010.

S. I. Seneviratne, T. Corti, E. L. Davin, M. Hirschi, E. B. Jaeger et al., Investigating soil moisture-climate interactions in a changing climate: A review, Earth-Sci. Rev, vol.99, issue.3-4, pp.125-161, 2010.

T. G. Shepherd, Atmospheric circulation as a source of uncertainty in climate change projections, Nat. Geosci, vol.7, issue.10, pp.703-708, 2014.

A. J. Simmons, P. Poli, D. P. Dee, P. Berrisford, H. Hersbach et al., Estimating low-frequency variability and trends in atmospheric temperature using ERA-Interim: Atmospheric Temperature Variability and Trends using 30 ERA-Interim, Q. J. R. Meteorol. Soc, vol.140, issue.679, pp.329-353, 2014.

S. Sippel, J. Zscheischler, M. Heimann, F. E. Otto, J. Peters et al., Quantifying changes in climate variability and extremes: Pitfalls and their overcoming, Geophys. Res. Lett, vol.42, issue.22, pp.9990-9998, 2015.

, Manuscript under review for journal Atmos. Chem. Phys. Discussion, issue.10, 2019.

R. Vautard, Multiple Weather Regimes over the North Atlantic: Analysis of Precursors and Successors, Mon. Weather Rev, vol.118, issue.10, pp.2056-2081, 1990.

R. Vautard and P. Yiou, Control of recent European surface climate change by atmospheric flow, Geophys. Res. Lett, vol.36, issue.22, 2009.

S. M. Vicente-serrano, C. Azorin-molina, A. Sanchez-lorenzo, E. Morán-tejeda, J. Lorenzo-lacruz et al.,

J. I. Moreno and F. Espejo, Temporal evolution of surface humidity in Spain: recent trends and possible physical mechanisms, Clim. Dyn, vol.42, issue.9, pp.2655-2674, 2014.

T. Vihma, Effects of Arctic Sea Ice Decline on Weather and Climate: A Review, Surv. Geophys, vol.35, issue.5, pp.1175-1214, 2014.

M. M. Vogel, R. Orth, F. Cheruy, S. Hagemann, R. Lorenz et al., Regional 20 amplification of projected changes in extreme temperatures strongly controlled by soil moisture-temperature feedbacks, Geophys. Res. Lett, vol.44, issue.3, pp.1511-1519, 2017.

J. E. Walsh, Intensified warming of the Arctic: Causes and impacts on middle latitudes, Glob. Planet. Change, vol.117, pp.52-63, 2014.

L. J. Wilcox, P. Yiou, M. Hauser, F. C. Lott, G. J. Van-oldenborgh et al., , p.25

R. Sutton, Multiple perspectives on the attribution of the extreme European summer of 2012 to climate change, Guide to Meteorological Instruments and Methods of Observation: (CIMO guide), vol.50, pp.186-219, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01806885

E. Xoplaki, European spring and autumn temperature variability and change of extremes over the last half millennium, p.30

, Geophys. Res. Lett, vol.32, issue.15, 2005.

P. Yiou, K. Goubanova, Z. X. Li, and M. Nogaj, Weather regime dependence of extreme value statistics for summer temperature and precipitation, Onlinear Process, Geophys. Eur. Geosci. Union EGU, vol.3, issue.15, pp.365-378, 2008.

P. Yiou, B. D. Malamud, and H. W. Rust, Extreme Events: Nonlinear Dynamics and Time Series Analysis, Nonlinear Process. Geophys, vol.18, pp.895-897, 2011.

P. Yiou, J. Cattiaux, A. Ribes, R. Vautard, and M. Vrac, Recent Trends in the Recurrence of North Atlantic Atmospheric Circulation Patterns, Complexity, pp.1-8, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01616483

M. Zampieri, F. D'andrea, R. Vautard, P. Ciais, N. De-noblet-ducoudré et al., Hot European Summers and the Role of Soil Moisture in the Propagation of Mediterranean Drought, J. Clim, vol.22, issue.18, pp.4747-4758, 2009.

G. Zappa and T. G. Shepherd, Storylines of Atmospheric Circulation Change for European Regional Climate Impact Assessment, J. Clim, vol.30, issue.16, pp.6561-6577, 2017.

X. Zhang, L. Alexander, G. C. Hegerl, P. Jones, A. K. Tank et al., Indices for monitoring changes in extremes based on daily temperature and precipitation data: Indices for monitoring changes in extremes, Wiley Interdiscip. Rev. Clim. Change, vol.2, issue.6, pp.851-870, 2011.

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