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Mediterranean extreme precipitation: a multi-model assessment

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Abstract

Exploiting the added value of the ensemble of high-resolution model simulations provided by the Med-CORDEX coordinated initiative, an updated assessment of Mediterranean extreme precipitation events as represented in different observational, reanalysis and modelling datasets is presented. A spatiotemporal characterisation of the long-term statistics of extreme precipitation is performed, using a number of different diagnostic indices. Employing a novel approach based on the timing of extreme precipitation events a number of physically consistent subregions are defined. The comparison of different diagnostics over the Mediterranean domain and physically homogeneous sub-domains is presented and discussed, focussing on the relative impact of several model configuration features (resolution, coupling, physical parameterisations) on the performance in reproducing extreme precipitation events. It is found that the agreement between the observed and modelled long-term statistics of extreme precipitation is more sensitive to the model physics, in particular convective parameterisation, than to other model configurations such as resolution and coupling.

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Notes

  1. Most simulations are performed for the period 1979–2011, with the exception of few models as indicated in Table 1.

  2. It has to be noticed, however, that in such regions the density of stations is lower, possibly influencing the reliability of the observational reference dataset. Further discussion of this aspect is presented in Sect. 4.

References

  • Akhtar N, Brauch J, Dobler A, Béranger K, Ahrens B (2014) Medicanes in an ocean-atmosphere coupled regional climate model. Nat Hazards Earth Syst Sci 14:2189–2201

    Article  Google Scholar 

  • Alexander L, Zhang X, Peterson T, Caesar J, Gleason B, Klein Tank A, Haylock M, Collins D, Trewin B, Rahimzadeh F et al (2006) Global observed changes in daily climate extremes of temperature and precipitation. J Geophys Res Atmos 111:D05109

    Google Scholar 

  • Allan RP, Soden BJ (2008) Atmospheric warming and the amplification of precipitation extremes. Science 321(5895):1481–1484

    Article  Google Scholar 

  • Alpert P, Ben-Gai T, Baharad A, Benjamini Y, Yekutieli D, Colacino M, Diodato L, Ramis C, Homar V, Romero R et al (2002) The paradoxical increase of Mediterranean extreme daily rainfall in spite of decrease in total values. Geophys Res Lett 29(11):31-1–31-4

    Article  Google Scholar 

  • Artale V, Calmanti S, Carillo A, Dell’Aquila A, Herrmann M, Pisacane G, Ruti PM, Sannino G, Struglia MV, Giorgi F et al (2010) An atmosphere-ocean regional climate model for the Mediterranean area: assessment of a present climate simulation. Clim Dyn 35(5):721–740

    Article  Google Scholar 

  • Bechtold P, Köhler M, Jung T, Doblas-Reyes F, Leutbecher M, Rodwell MJ, Vitart F, Balsamo G (2008) Advances in simulating atmospheric variability with the ECMWF model: from synoptic to decadal time-scales. Q J R Meteorol Soc 134(634):1337–1351

    Article  Google Scholar 

  • Becker EJ, Berbery EH, Higgins RW (2009) Understanding the characteristics of daily precipitation over the United States using the North American Regional Reanalysis. J Clim 22(23):6268–6286

    Article  Google Scholar 

  • Belo-Pereira M, Dutra E, Viterbo P (2011) Evaluation of global precipitation data sets over the Iberian Peninsula. J Geophys Res Atmos 116:D20101

    Article  Google Scholar 

  • Boyle J, Klein SA (2010) Impact of horizontal resolution on climate model forecasts of tropical precipitation and diabatic heating for the TWP-ICE period. J Geophys Res Atmos 115:D23113

    Article  Google Scholar 

  • Brossier CL, Bastin S, Béranger K, Drobinski P (2015) Regional mesoscale air-sea coupling impacts and extreme meteorological events role on the Mediterranean Sea water budget. Clim Dyn 44(3–4):1029–1051

    Article  Google Scholar 

  • Cavicchia L, Gualdi S, Sanna A, Oddo P et al (2015) The regional ocean-atmosphere coupled model COSMO-NEMO_MFS. CMCC Research Paper (RP0254)

  • Chan SC, Kendon EJ, Fowler HJ, Blenkinsop S, Roberts NM, Ferro CA (2014) The value of high-resolution Met Office regional climate models in the simulation of multihourly precipitation extremes. J Clim 27(16):6155–6174

    Article  Google Scholar 

  • Colin J, Déqué M, Radu R, Somot S (2010) 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 A 62(5):591–604

    Article  Google Scholar 

  • Dai A (2006) Precipitation characteristics in eighteen coupled climate models. J Clim 19(18):4605–4630

    Article  Google Scholar 

  • Dee D, Uppala S, Simmons A, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda M, Balsamo G, Bauer P et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137(656):553–597

    Article  Google Scholar 

  • Djurdjevic V, Rajkovic B (2008) Verification of a coupled atmosphere-ocean model using satellite observations over the Adriatic Sea. Ann Geophys 26(7):1935–1954

    Article  Google Scholar 

  • Drobinski P, Anav A, Brossier CL, Samson G, Stéfanon M, Bastin S, Baklouti M, Béranger K, Beuvier J, Bourdallé-Badie R et al (2012) Model of the Regional Coupled Earth system (MORCE): application to process and climate studies in vulnerable regions. Environ Modell Softw 35:1–18

    Article  Google Scholar 

  • Drobinski P, Ducrocq V, Alpert P, Anagnostou E, Béranger K, Borga M, Braud I, Chanzy A, Davolio S, Delrieu G, Estournel C, Filali Boubrahmi N, Font J, Grubisic V, Gualdi S, Homar V, Ivancan-Picek B, Kottmeier C, Kotroni V, Lagouvardos K, Lionello P, Llasat M, Ludwig W, Lutoff C, Mariotti A, Richard E, Romero R, Rotunno R, Roussot O, Ruin I, Somot S, Taupier-Letage I, Tintore J, Uijlenhoet R, Wernli H (2014) HyMeX: a 10-year multidisciplinary program on the mediterranean water cycle. Bull Am Meteorol Soc 95(7):1063–1082

    Article  Google Scholar 

  • Easterling DR, Meehl GA, Parmesan C, Changnon SA, Karl TR, Mearns LO (2000) Climate extremes: observations, modeling, and impacts. Science 289(5487):2068–2074

    Article  Google Scholar 

  • Emori S, Hasegawa A, Suzuki T, Dairaku K (2005) Validation, parameterization dependence, and future projection of daily precipitation simulated with a high-resolution atmospheric GCM. Geophys Res Lett 32(6):L06708

    Article  Google Scholar 

  • Flaounas E, Drobinski P, Borga M, Calvet JC, Delrieu G, Morin E, Tartari G, Toffolon R (2012) Assessment of gridded observations used for climate model validation in the Mediterranean region the: HyMeX and MED-CORDEX framework. Environ Res Lett 7(2):024,017

    Article  Google Scholar 

  • Flaounas E, Drobinski P, Vrac M, Bastin S, Lebeaupin-Brossier C, Stéfanon M, Borga M, Calvet JC (2013) Precipitation and temperature space-time variability and extremes in the Mediterranean region: evaluation of dynamical and statistical downscaling methods. Clim Dyn 40(11–12):2687–2705

    Article  Google Scholar 

  • Gallardo C, Arribas A, Prego JA, Gaertner MA, De Castro M (2001) Multi-year simulations using a regional-climate model over the Iberian Peninsula: current climate and doubled CO\(_{2}\) scenario. Q J R Meteorol Soc 127(575):1659–1681

    Google Scholar 

  • Giorgi F, Marinucci MR (1996) A investigation of the sensitivity of simulated precipitation to model resolution and its implications for climate studies. Monthly Weather Rev 124(1):148–166

    Article  Google Scholar 

  • Giorgi F, Lionello P (2008) Climate change projections for the Mediterranean region. Glob Planet Change 63(2):90–104

    Article  Google Scholar 

  • Giorgi F, Coppola E, Solmon F, Mariotti L, Sylla M, Bi X, Elguindi N, Diro G, Nair V, Giuliani G et al (2012) RegCM4: model description and preliminary tests over multiple CORDEX domains. Clim Res 52:7–29

    Article  Google Scholar 

  • Gordon H, Whetton P, Pittock A, Fowler A, Haylock M (1992) Simulated changes in daily rainfall intensity due to the enhanced greenhouse effect: implications for extreme rainfall events. Clim Dyn 8(2):83–102

    Article  Google Scholar 

  • Gualdi S, Somot S, Li L, Artale V, Adani M, Bellucci A, Braun A, Calmanti S, Carillo A, Dell’Aquila A et al (2013) The CIRCE simulations: regional climate change projections with realistic representation of the Mediterranean Sea. Bull Am Meteorol Soc 94(1):65–81

    Article  Google Scholar 

  • Haylock M, Hofstra N, Klein Tank A, Klok E, Jones P, New M (2008) A European daily high-resolution gridded data set of surface temperature and precipitation for 1950–2006. J Geophys Res Atmos 113:D20119

    Article  Google Scholar 

  • Herrera S, Gutiérrez JM, Ancell R, Pons M, Frías M, Fernández J (2012) Development and analysis of a 50-year high-resolution daily gridded precipitation dataset over Spain (Spain02). Int J Climatol 32(1):74–85

    Article  Google Scholar 

  • Hofstra N, Haylock M, New M, Jones PD (2009) Testing E-OBS European high-resolution gridded data set of daily precipitation and surface temperature. J Geophys Res Atmos 114:D21101

    Article  Google Scholar 

  • Hofstra N, New M, McSweeney C (2010) The influence of interpolation and station network density on the distributions and trends of climate variables in gridded daily data. Clim Dyn 35(5):841–858

    Article  Google Scholar 

  • Iorio J, Duffy P, Govindasamy B, Thompson S, Khairoutdinov M, Randall D (2004) Effects of model resolution and subgrid-scale physics on the simulation of precipitation in the continental United States. Clim Dyn 23(3–4):243–258

    Article  Google Scholar 

  • Jacob D, Bärring L, Christensen OB, Christensen JH, de Castro M, Deque M, Giorgi F, Hagemann S, Hirschi M, Jones R et al (2007) An inter-comparison of regional climate models for Europe: model performance in present-day climate. Clim Change 81(1):31–52

    Article  Google Scholar 

  • Jacob D, Petersen J, Eggert B, Alias A, Christensen OB, Bouwer LM, Braun A, Colette A, Déqué M, Georgievski G et al (2014) EURO-CORDEX: new high-resolution climate change projections for European impact research. Reg Environ Change 14(2):563–578

    Article  Google Scholar 

  • Kobayashi S, Ota Y, Harada Y, Ebita A, Moriya M, Onoda H, Onogi K, Kamahori H, Kobayashi C, Endo H et al (2015) The JRA-55 reanalysis: general specifications and basic characteristics. J Meteorol Soc Jpn. doi:10.2151/jmsj.2015-001

    Google Scholar 

  • Kopparla P, Fischer EM, Hannay C, Knutti R (2013) Improved simulation of extreme precipitation in a high-resolution atmosphere model. Geophys Res Lett 40(21):5803–5808

    Article  Google Scholar 

  • Lange S, Rockel B, Volkholz J, Bookhagen B (2014) Regional climate model sensitivities to parametrizations of convection and non-precipitating subgrid-scale clouds over South America. Clim Dyn 44(9):2839–2857

    Google Scholar 

  • Lenderink G (2010) Exploring metrics of extreme daily precipitation in a large ensemble of regional climate model simulations. Clim Res 44(2/3):151–166

    Article  Google Scholar 

  • L’Hévéder B, Li L, Sevault F, Somot S (2013) Interannual variability of deep convection in the Northwestern Mediterranean simulated with a coupled AORCM. Clim Dyn 41(3–4):937–960

    Article  Google Scholar 

  • Li F, Collins WD, Wehner MF, Williamson DL, Olson JG, Algieri C (2011) Impact of horizontal resolution on simulation of precipitation extremes in an aqua-planet version of Community Atmospheric Model (CAM3). Tellus A 63(5):884–892

    Article  Google Scholar 

  • Li ZX (1999) Ensemble atmospheric GCM simulation of climate interannual variability from 1979 to 1994. J Clim 12(4):986–1001

    Article  Google Scholar 

  • Lionello P, Abrantes F, Congedi L, Dulac F, Gacic M, Gomis D, Goodess C, Hoff H, Kutiel H, Luterbacher J, Planton S, Reale M, Schröeder K, Struglia VM, Toreti A, Tsimplis M, Ulbrich U, Xoplaki E (2012) Mediterranean climate–background information. In: Lionello P (ed) The climate of the Mediterranean region: from the past to the future. Elsevier, Amsterdam, pp 266–290

    Google Scholar 

  • Marcos M, Tsimplis MN (2008) Comparison of results of AOGCMs in the Mediterranean Sea during the 21st century. J Geophys Res Oceans 113:C12028

    Article  Google Scholar 

  • Mariotti A, Zeng N, Yoon JH, Artale V, Navarra A, Alpert P, Li LZ (2008) Mediterranean water cycle changes: transition to drier 21st century conditions in observations and CMIP3 simulations. Environ Res Lett 3(4):044,001

    Article  Google Scholar 

  • Meehl GA, Zwiers F, Evans J, Knutson T, Mearns L, Whetton P (2000) Trends in extreme weather and climate events: issues related to modeling extremes in projections of future climate change. Bull Am Meteorol Soc 81(3):427–436

    Article  Google Scholar 

  • Pettitt AN (1976) A two-sample Anderson-Darling rank statistic. Biometrika 63(1):161–168

    Google Scholar 

  • Rauscher SA, Coppola E, Piani C, Giorgi F (2010) Resolution effects on regional climate model simulations of seasonal precipitation over Europe. Clim Dyn 35(4):685–711

    Article  Google Scholar 

  • Rienecker MM, Suarez MJ, Gelaro R, Todling R, Bacmeister J, Liu E, Bosilovich MG, Schubert SD, Takacs L, Kim GK et al (2011) MERRA: NASA’s modern-era retrospective analysis for research and applications. J Clim 24(14):3624–3648

    Article  Google Scholar 

  • Ruti P, Somot S, Giorgi F, Dubois C, Flaounas E, Obermann A, Dell’Aquila A, Pisacane G, Harzallah A, Lombardi E, Ahrens B, Akhtar N, Alias A, Arsouze T, Aznar R, Bastin S, Bartholy J, Béranger K, Beuvier J, Bouffies-Cloché S, Brauch J, Cabos W, Calmanti S, Calvet JC, Carillo A, Conte D, Coppola E, Djurdjevic V, Drobinski P, Elizalde-Arellano A, Gaertner M, Galàn P, Gallardo C, Gualdi S, Goncalves M, Jorba O, Jordà G, L’Heveder B, Lebeaupin-Brossier C, Li L, Liguori G, Lionello P, Maciàs D, Nabat P, Onol B, Raikovic B, Ramage K, Sevault F, Sannino G, Struglia M, Sanna A, Torma C, Vervatis V (2015) MED-CORDEX initiative for Mediterranean climate studies. Bull Am Meteorol Soc. doi:10.1175/BAMS-D-14-00176.1

    Google Scholar 

  • Scoccimarro E, Gualdi S, Bellucci A, Zampieri M, Navarra A (2014) Heavy precipitation events over the Euro-Mediterranean region in a warmer climate: results from CMIP5 models. Reg Environ Change 16(3):595–602

    Article  Google Scholar 

  • Sevault F, Somot S, Alias A, Dubois C, Lebeaupin-Brossier C, Nabat P, Adloff F, Déqué M, Decharme B (2014) A fully coupled Mediterranean regional climate system model: design and evaluation of the ocean component for the 1980–2012 period. Tellus A 66:23967

    Article  Google Scholar 

  • Sinclair C, Spurr B, Ahmad M (1990) Modified AndersonDarling test. Commun Stat Theory Methods 19(10):3677–3686

    Article  Google Scholar 

  • Somot S, Sevault F, Déqué M, Crépon M (2008) 21st century climate change scenario for the Mediterranean using a coupled atmosphere-ocean regional climate model. Glob Planet Change 63(2):112–126

    Article  Google Scholar 

  • Tanre D, Geleyn J, Slingo J (1984) First results of the introduction of an advanced aerosol-radiation interaction in the ECMWF low resolution global model. In: Gerber H, Deepak A (eds) Aerosols and their climatic effects. A. Deepak Pub., Hampton, Virginia, USA, pp 133–177

    Google Scholar 

  • Taylor KE (2001) Summarizing multiple aspects of model performance in a single diagram. J Geophys Res Atmos (1984–2012) 106(D7):7183–7192

    Article  Google Scholar 

  • Tegen I, Hollrig P, Chin M, Fung I, Jacob D, Penner J (1997) Contribution of different aerosol species to the global aerosol extinction optical thickness: estimates from model results. J Geophys Res Atmos (1984–2012) 102(D20):23,895–23,915

    Article  Google Scholar 

  • Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Monthly Weather Rev 117(8):1779–1800

    Article  Google Scholar 

  • Toreti A, Naveau P (2015) On the evaluation of climate model simulated precipitation extremes. Environ Res Lett 10(1):014,012

    Article  Google Scholar 

  • Toreti A, Naveau P, Zampieri M, Schindler A, Scoccimarro E, Xoplaki E, Dijkstra HA, Gualdi S, Luterbacher J (2013) Projections of global changes in precipitation extremes from Coupled Model Intercomparison Project Phase 5 models. Geophys Res Lett 40(18):4887–4892

    Article  Google Scholar 

  • Trenberth KE (1999) Conceptual framework for changes of extremes of the hydrological cycle with climate change. Clim Change 42(1):327–339

    Article  Google Scholar 

  • Trenberth KE, Dai A, Rasmussen RM, Parsons DB (2003) The changing character of precipitation. Bull Am Meteorol Soc 84(9):1205–1217

    Article  Google Scholar 

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Acknowledgments

The present work has been funded by the Italian Ministry of Education, University and Research and the Italian Ministry of Environment, Land and Sea under the GEMINA and NEXTDATA projects. This work has been partially funded by the Spanish Government and the European Regional Development Fund, through grants CGL2007-66440-C04-02, CGL2010-18013 and CGL2013-47261-R.

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Correspondence to Leone Cavicchia.

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This paper is a contribution to the special issue on Med-CORDEX, an international coordinated initiative dedicated to the multi-component regional climate modelling (atmosphere, ocean, land surface, river) of the Mediterranean under the umbrella of HyMeX, CORDEX, and Med-CLIVAR and coordinated by Samuel Somot, Paolo Ruti, Erika Coppola, Gianmaria Sannino, Bodo Ahrens, and Gabriel Jordà.

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Cavicchia, L., Scoccimarro, E., Gualdi, S. et al. Mediterranean extreme precipitation: a multi-model assessment. Clim Dyn 51, 901–913 (2018). https://doi.org/10.1007/s00382-016-3245-x

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