Articles | Volume 13, issue 1
https://doi.org/10.5194/esd-13-687-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/esd-13-687-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Evaluation of convection-permitting extreme precipitation simulations for the south of France
Linh N. Luu
CORRESPONDING AUTHOR
Laboratoire des Sciences du Climat et de l'Environnement, UMR 8212
CEA-CNRS-UVSQ, Université Paris-Saclay and IPSL, Gif-sur-Yvette, France
now at: Department Research and Development of Weather and Climate models (RDWK), Royal Netherlands Meteorological Institute (KNMI), De Bilt, the Netherlands
Robert Vautard
Laboratoire des Sciences du Climat et de l'Environnement, UMR 8212
CEA-CNRS-UVSQ, Université Paris-Saclay and IPSL, Gif-sur-Yvette, France
Pascal Yiou
Laboratoire des Sciences du Climat et de l'Environnement, UMR 8212
CEA-CNRS-UVSQ, Université Paris-Saclay and IPSL, Gif-sur-Yvette, France
Jean-Michel Soubeyroux
Direction de la Climatologie et des Services Climatiques (DCSC), Météo-France, Toulouse, France
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Meriem Krouma, Pascal Yiou, Céline Déandreis, and Soulivanh Thao
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Climate change is already affecting weather extremes. In a warming climate, we will expect the cold spells to decrease in frequency and intensity. Our analysis shows that the frequency of circulation patterns leading to snowy cold-spell events over Italy will not decrease under business-as-usual emission scenarios, although the associated events may not lead to cold conditions in the warmer scenarios.
Jean-Eudes Petit, Jean-Charles Dupont, Olivier Favez, Valérie Gros, Yunjiang Zhang, Jean Sciare, Leila Simon, François Truong, Nicolas Bonnaire, Tanguy Amodeo, Robert Vautard, and Martial Haeffelin
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Pascal Yiou and Nicolas Viovy
Earth Syst. Dynam., 12, 997–1013, https://doi.org/10.5194/esd-12-997-2021, https://doi.org/10.5194/esd-12-997-2021, 2021
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This paper presents a model of tree ruin as a response to drought hazards. This model is inspired by a standard model of ruin in the insurance industry. We illustrate how ruin can occur in present-day conditions and the sensitivity of ruin and time to ruin to hazard statistical properties. We also show how tree strategies to cope with hazards can affect their long-term reserves and the probability of ruin.
Michael Matiu, Alice Crespi, Giacomo Bertoldi, Carlo Maria Carmagnola, Christoph Marty, Samuel Morin, Wolfgang Schöner, Daniele Cat Berro, Gabriele Chiogna, Ludovica De Gregorio, Sven Kotlarski, Bruno Majone, Gernot Resch, Silvia Terzago, Mauro Valt, Walter Beozzo, Paola Cianfarra, Isabelle Gouttevin, Giorgia Marcolini, Claudia Notarnicola, Marcello Petitta, Simon C. Scherrer, Ulrich Strasser, Michael Winkler, Marc Zebisch, Andrea Cicogna, Roberto Cremonini, Andrea Debernardi, Mattia Faletto, Mauro Gaddo, Lorenzo Giovannini, Luca Mercalli, Jean-Michel Soubeyroux, Andrea Sušnik, Alberto Trenti, Stefano Urbani, and Viktor Weilguni
The Cryosphere, 15, 1343–1382, https://doi.org/10.5194/tc-15-1343-2021, https://doi.org/10.5194/tc-15-1343-2021, 2021
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The first Alpine-wide assessment of station snow depth has been enabled by a collaborative effort of the research community which involves more than 30 partners, 6 countries, and more than 2000 stations. It shows how snow in the European Alps matches the climatic zones and gives a robust estimate of observed changes: stronger decreases in the snow season at low elevations and in spring at all elevations, however, with considerable regional differences.
Geert Jan van Oldenborgh, Folmer Krikken, Sophie Lewis, Nicholas J. Leach, Flavio Lehner, Kate R. Saunders, Michiel van Weele, Karsten Haustein, Sihan Li, David Wallom, Sarah Sparrow, Julie Arrighi, Roop K. Singh, Maarten K. van Aalst, Sjoukje Y. Philip, Robert Vautard, and Friederike E. L. Otto
Nat. Hazards Earth Syst. Sci., 21, 941–960, https://doi.org/10.5194/nhess-21-941-2021, https://doi.org/10.5194/nhess-21-941-2021, 2021
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Southeastern Australia suffered from disastrous bushfires during the 2019/20 fire season, raising the question whether these have become more likely due to climate change. We found no attributable trend in extreme annual or monthly low precipitation but a clear shift towards more extreme heat. However, this shift is underestimated by the models. Analysing fire weather directly, we found that the chance has increased by at least 30 %, but due to the underestimation it could well be higher.
Peter Pfleiderer, Aglaé Jézéquel, Juliette Legrand, Natacha Legrix, Iason Markantonis, Edoardo Vignotto, and Pascal Yiou
Earth Syst. Dynam., 12, 103–120, https://doi.org/10.5194/esd-12-103-2021, https://doi.org/10.5194/esd-12-103-2021, 2021
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In 2016, northern France experienced an unprecedented wheat crop loss. This crop loss was likely due to an extremely warm December 2015 and abnormally high precipitation during the following spring season. Using stochastic weather generators we investigate how severe the metrological conditions leading to the crop loss could be in current climate conditions. We find that December temperatures were close to the plausible maximum but that considerably wetter springs would be possible.
Carley E. Iles, Robert Vautard, Jane Strachan, Sylvie Joussaume, Bernd R. Eggen, and Chris D. Hewitt
Geosci. Model Dev., 13, 5583–5607, https://doi.org/10.5194/gmd-13-5583-2020, https://doi.org/10.5194/gmd-13-5583-2020, 2020
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We investigate how increased resolution affects the simulation of European climate extremes for global and regional climate models to inform modelling strategies. Precipitation extremes become heavier with higher resolution, especially over mountains, wind extremes become somewhat stronger, and for temperature extremes warm biases are reduced over mountains. Differences with resolution for the global model appear to come from downscaling effects rather than improved large-scale circulation.
Marie-Estelle Demory, Ségolène Berthou, Jesús Fernández, Silje L. Sørland, Roman Brogli, Malcolm J. Roberts, Urs Beyerle, Jon Seddon, Rein Haarsma, Christoph Schär, Erasmo Buonomo, Ole B. Christensen, James M. Ciarlo ̀, Rowan Fealy, Grigory Nikulin, Daniele Peano, Dian Putrasahan, Christopher D. Roberts, Retish Senan, Christian Steger, Claas Teichmann, and Robert Vautard
Geosci. Model Dev., 13, 5485–5506, https://doi.org/10.5194/gmd-13-5485-2020, https://doi.org/10.5194/gmd-13-5485-2020, 2020
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Now that global climate models (GCMs) can run at similar resolutions to regional climate models (RCMs), one may wonder whether GCMs and RCMs provide similar regional climate information. We perform an evaluation for daily precipitation distribution in PRIMAVERA GCMs (25–50 km resolution) and CORDEX RCMs (12–50 km resolution) over Europe. We show that PRIMAVERA and CORDEX simulate similar distributions. Considering both datasets at such a resolution results in large benefits for impact studies.
Sjoukje Philip, Sarah Kew, Geert Jan van Oldenborgh, Friederike Otto, Robert Vautard, Karin van der Wiel, Andrew King, Fraser Lott, Julie Arrighi, Roop Singh, and Maarten van Aalst
Adv. Stat. Clim. Meteorol. Oceanogr., 6, 177–203, https://doi.org/10.5194/ascmo-6-177-2020, https://doi.org/10.5194/ascmo-6-177-2020, 2020
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Event attribution studies can now be performed at short notice. We document a protocol developed by the World Weather Attribution group. It includes choices of which events to analyse, the event definition, observational analysis, model evaluation, multi-model multi-method attribution, hazard synthesis, vulnerability and exposure analysis, and communication procedures. The protocol will be useful for future event attribution studies and as a basis for an operational attribution service.
Cited articles
Adinolfi, M., Raffa, M., Reder, A., and Mercogliano, P.: Evaluation
and Expected Changes of Summer Precipitation at Convection Permitting Scale
with COSMO-CLM over Alpine Space, Atmosphere, 12, 54,
https://doi.org/10.3390/atmos12010054, 2021.
Armon, M., Marra, F., Enzel, Y., Rostkier-Edelstein, D., and Morin, E.: Radar-based characterisation of heavy precipitation in the eastern Mediterranean and its representation in a convection-permitting model, Hydrol. Earth Syst. Sci., 24, 1227–1249, https://doi.org/10.5194/hess-24-1227-2020, 2020.
Ban, N., Schmidli, J., and Schär, C.: Evaluation of the
convection-resolving regional climate modeling approach in decade-long
simulations, J. Geophys. Res.-Atmos., 119, 7889–7907, 2014.
Ban, N., Rajczak, J., Schmidli, J., and Schär, C.: Analysis of
Alpine precipitation extremes using generalized extreme value theory in
convection-resolving climate simulations, Clim. Dynam., 55, 61–75, 2020.
Ban, N., Caillaud, C., Coppola, E., Pichelli, E., Sobolowski, S., Adinolfi, M., Ahrens, B., Alias, A., Anders, I., Bastin, S., Beluši ́c, D., Berthou, S., Brisson, E., Cardoso, R. M., Chan, S. C., Christensen, O. B., Fernández, J., Fita, L., Frisius, T., Gašparac, G., Giorgi, F., Goergen, K., Haugen, J. E., Øivind Hodnebrog, Kartsios, S., Katragkou, E., Kendon, E. J., Keuler, K., Lavin-Gullon, A., Lenderink, G., Leutwyler, D., Lorenz, T., Maraun, D., Mercogliano, P., Milovac, J., Panitz, H.-J., Raffa, M., Remedio, A. R., Schär, C., Soares, P. M. M., Srnec, L., Steensen, B. M., Stocchi, P., Tölle, M. H., Truhetz, H., Vergara-Temprado, J., de Vries, H., Warrach-Sagi, K., Wulfmeyer, V., and Zander, M. J.: The first multi-model ensemble of regional climate
simulations at kilometer-scale resolution, part I: evaluation of
precipitation, Clim. Dynam., 57, 275–302, https://doi.org/10.1007/s00382-021-05708-w, 2021.
Berthou, S., Kendon, E. J., Chan, S. C., Ban, N., Leutwyler, D., Schär,
C., and Fosser, G.: Pan-European climate at convection-permitting
scale: a model intercomparison study, Clim. Dynam., 55, 35–59,
https://doi.org/10.1007/s00382-018-4114-6, 2020.
Boessenkool, B., Bürger, G., and Heistermann, M.: Effects of sample size on estimation of rainfall extremes at high temperatures, Nat. Hazards Earth Syst. Sci., 17, 1623–1629, https://doi.org/10.5194/nhess-17-1623-2017, 2017.
Caillaud, C., Somot, S., Alias, A., Bernard-Bouissières, I., Fumière, Q., Laurantin, O., Seity, Y., and Ducrocq, V.: Modelling Mediterranean heavy
precipitation events at climate scale: an object-oriented evaluation of the
CNRM-AROME convection-permitting regional climate model, Clim. Dynam., 56, 1717–1752,
https://doi.org/10.1007/s00382-020-05558-y, 2021.
Chan, S. C., Kendon, E. J., Fowler, H. J., Blenkinsop, S., Ferro, C. A. T.,
and Stephenson, D. B.: Does increasing the spatial resolution of a
regional climate model improve the simulated daily precipitation?, Clim. Dynam.,
41, 1475–1495, 2013.
Chan, S. C., Kendon, E. J., Fowler, H. J., Blenkinsop, S., Roberts, N. M.,
and Ferro, C. A. T.: The value of high-resolution met office
regional climate models in the simulation of multihourly precipitation
extremes, J. Climate, 27, 6155–6174, 2014.
Chan, S. C., Kendon, E. J., Berthou, S., Fosser, G., Lewis, E., and Fowler,
H. J.: Europe-wide precipitation projections at convection permitting
scale with the Unified Model, Clim. Dynam., 55, 409–428,
https://doi.org/10.1007/s00382-020-05192-8, 2020.
Coppola, E., Sobolowski, S., Pichelli, E., Raffaele, F., Ahrens, B., Anders, I., Ban, N., Bastin, S., Belda, M., and Belusic, D.: A first-of-its-kind multi-model convection
permitting ensemble for investigating convective phenomena over Europe and
the Mediterranean, Clim. Dynam., 55, 3–34, 2020.
Coppola, E., Nogherotto, R., Ciarlò, J. M., Giorgi, F., van Meijgaard, E., Iles, C., Kadygrov, N., Corre, M. S. L., Somot, S., Nabat, P., Vautard, R., Levavasseur, G., Schwingshackl, C., Sillmann, J., Kjellström, E., Nikulin, G., Aalbers, E., Lenderink, G., Christensen, O. B., Boberg, F., Sørland, S. L., Demory, M.-E., Bülow, K., and Teichmann, C.: Assessment of the European climate projections
as simulated by the large EURO-CORDEX regional climate model ensemble, J. Geophys. Res., 2020b.
Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., Andrae, U., Balmaseda, M. A., Balsamo, G., Bauer, P., Bechtold, P., Beljaars, A. C. M., van de Berg, L., Bidlot, J., Bormann, N., Delsol, C., Dragani, R., Fuentes, M., Geer, A. J., Haim- berger, L., Healy, S. B., Hersbach, H., Hólm, E. V., Isaksen, L., Kållberg, P., Köhler, M., Matricardi, M., McNally, A. P., Monge-Sanz, B. M., Morcrette, J.-J., Park, B.-K., Peubey, C., de Rosnay, P., Tavolato, C., Thépaut, J.-N., and Vitart, F.: The ERA-Interim reanalysis: configuration and
performance of the data assimilation system, Q. J. Roy. Meteor. Soc., 137, 553–597,
https://doi.org/10.1002/qj.828, 2011.
Delrieu, G., Nicol, J., Yates, E., Kirstetter, P.-E., Creutin, J.-D., Anquetin, S., Obled, C., Saulnier, G.-M., Ducrocq, V., Gaume, E., Payrastre, O., Andrieu, H., Ayral, P.-A., Bouvier, C., Neppel, L., Livet, M., Lang, M., du Châtelet, J. P., Walpersdorf, A., and Wobrock, W.: The Catastrophic Flash-Flood Event of 8–9
September 2002 in the Gard Region, France: A First Case Study for the
Cévennes–Vivarais Mediterranean Hydrometeorological Observatory, J. Hydrometeorol., 6, 34–52, https://doi.org/10.1175/jhm-400.1, 2005.
Drobinski, P., Ducrocq, V., Alpert, P., Anagnostou, E., Béranger, K., Borga, M., Braud, I., Chanzy, A., Davolio, S., Delrieu, G., Estournel, C., Boubrahmi, N. F., Font, J., Grubišić, V., Gualdi, S., Homar, V., Ivančan-Picek, B., Kottmeier, C., Kotroni, V., Lagouvardos, K., Lionello, P., Llasat, M. C., 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., and Wernli, H.: HyMeX: A 10-Year Multidisciplinary Program on the
Mediterranean Water Cycle, B. Am. Meteorol. Soc., 95, 1063–1082,
https://doi.org/10.1175/bams-d-12-00242.1, 2014.
Drobinski, P., Alonzo, B., Bastin, S., Silva, N. Da, and Muller, C.:
Scaling of precipitation extremes with temperature in the French
Mediterranean region: What explains the hook shape?, J. Geophys. Res.-Atmos., 121, 3100–3119,
https://doi.org/10.1002/2015jd023497, 2016.
Ducrocq, V, Nuissier, O., Ricard, D., Lebeaupin, C., and Thouvenin, T.:
A numerical study of three catastrophic precipitating events over
southern France. II: Mesoscale triggering and stationarity factors, Q. J. Roy. Meteor. Soc., 134, 131–145, https://doi.org/10.1002/qj.199, 2008.
Ducrocq, V., Braud, I., Davolio, S., Ferretti, R., Flamant, C., Jansa, A., Kalthoff, N., Richard, E., Taupier-Letage, I., Ayral, P., Belamari, S., Berne, A., Borga, M., Boudevillain, B., Bock, O., Boichard, J., Bouin, M., Bousquet, O., Bouvier, C., Chiggiato, J., Cimini, D., Corsmeier, U., Coppola, L., Cocquerez, P., Defer, E., Delanoë, J., Di Girolamo, P., Doerenbecher, A., Drobinski, P., Dufournet, Y., Fourrié, N., Gourley, J. J., Labatut, L., Lambert, D., Le Coz, J., Marzano, F. S., Molinié, G., Montani, A., Nord, G., Nuret, M., Ramage, K., Rison, W., Roussot, O., Said, F., Schwarzenboeck, A., Testor, P., Van Baelen, J., Vincendon, B., Aran, M., and Tamayo, J.: HyMeX-SOP1: The Field Campaign Dedicated to Heavy
Precipitation and Flash Flooding in the Northwestern Mediterranean, B. Am. Meteorol. Soc., 95, 1083–1100, https://doi.org/10.1175/bams-d-12-00244.1, 2014.
Feng, Z., Leung, L. R., Jr, R. A. H., Hagos, S., Hardin, J., Yang, Q., Han, B., and Fan, J.: Structure and Evolution of Mesoscale Convective Systems:
Sensitivity to Cloud Microphysics in Convection-Permitting Simulations Over
the United States, J. Adv. Model. Earth Sy., 10, 1470–1494, 2018.
Fosser, G., Khodayar, S., and Berg, P.: Benefit of convection
permitting climate model simulations in the representation of convective
precipitation, Clim. Dynam., 44, 45–60, 2015.
Fresnay, S., Hally, A., Garnaud, C., Richard, E., and Lambert, D.: Heavy precipitation events in the Mediterranean: sensitivity to cloud physics parameterisation uncertainties, Nat. Hazards Earth Syst. Sci., 12, 2671–2688, https://doi.org/10.5194/nhess-12-2671-2012, 2012.
Fumière, Q., Déqué, M., Nuissier, O., Somot, S., Alias, A., Caillaud, C., Laurantin, O., and Seity, Y.: Extreme rainfall in Mediterranean France during
the fall: added value of the CNRM-AROME Convection-Permitting Regional
Climate Model, Clim. Dynam., 55, 77–91, 2020.
Giorgi, F.: Climate change hot-spots, Geophys. Res. Lett., 33, L08707,
https://doi.org/10.1029/2006gl025734, 2006.
Giorgi, F. and Mearns, L. O.: Introduction to special section:
Regional climate modeling revisited, J. Geophys. Res.-Atmos., 104, 6335–6352, 1999.
Hardwick Jones, R., Westra, S., and Sharma, A.: Observed
relationships between extreme sub-daily precipitation, surface temperature,
and relative humidity, Geophys. Res. Lett., , 37, L22805, https://doi.org/10.1029/2010GL045081, 2010.
Hersbach, H., Bell, B., Berrisford, P., Biavati, G., Horányi, A., Muñoz Sabater, J., Nicolas, J., Peubey, C., Radu, R., Rozum, I., Schepers, D., Simmons, A., Soci, C., Dee, D., and Thépaut, J.-N.: ERA5 hourly data on single levels from 1979 to present, Copernicus Climate Change Service (C3S) Climate Data Store (CDS) [data set], https://doi.org/10.24381/cds.adbb2d47, 2018.
Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz-Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmons, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., Chiara, G. D., Dahlgren, P., Dee, D., Diamantakis, M., Dragani, R., Flemming, J., Forbes, R., Fuentes, M., Geer, A., Haimberger, L., Healy, S., Hogan, R. J., Hólm, E., Janisková, M., Keeley, S., Laloyaux, P., Lopez, P., Lupu, C., Radnoti, G., de Rosnay, P., Rozum, I., Vamborg, F., Vil- laume, S., and Thépaut, J.-N.: The ERA5 global reanalysis, Q. J. Roy. Meteor. Soc.,
146, 1999–2049, https://doi.org/10.1002/qj.3803, 2020.
Hodnebrog, Ø, Marelle, L., Alterskjær, K., Wood, R. R., Ludwig, R., Fischer, E. M., Richardson, T. B., Forster, P. M., Sillmann, J., and Myhre, G.: Intensification of summer precipitation with
shorter time-scales in Europe, Environ. Res. Lett., 14, 124050, https://doi.org/10.1088/1748-9326/ab549c, 2019.
Hohenegger, C., Brockhaus, P., and Schaer, C.: Towards climate
simulations at cloud-resolving scales, Meteorol. Z., 17, 383–394, 2008.
Houze, R. A.: Mesoscale convective systems, Rev. Geophys., 42, 1–43, https://doi.org/10.1029/2004RG000150, 2004.
Iacono, M. J., Delamere, J. S., Mlawer, E. J., Shephard, M. W., Clough, S.
A., and Collins, W. D.: Radiative forcing by long-lived greenhouse
gases: Calculations with the AER radiative transfer models, J. Geophys. Res.-Atmos., 113, D13103, https://doi.org/10.1029/2008JD009944, 2008.
Jacob, D., Petersen, J., Eggert, B., Alias, A., Christensen, O. B., Bouwer, L. M., Braun, A., Colette, A., Déqué, M., Georgievski, G., Georgopoulou, E., Gobiet, A., Menut, L., Nikulin, G., Haensler, A., Hempelmann, N., Jones, C., Keuler, K., Kovats, S., Kröner, N., Kotlarski, S., Kriegsmann, A., Martin, E., van Meijgaard, E., Moseley, C., Pfeifer, S., Preuschmann, S., Radermacher, C., Radtke, K., Rechid, D., Rounsevell, M., Samuelsson, P., Somot, S., Soussana, J.-F., Teichmann, C., Valentini, R., Vautard, R., Weber, B., and Yiou, P.: EURO-CORDEX: new high-resolution climate change
projections for European impact research, Reg. Environ. Change, 14, 563–578, https://doi.org/10.1007/s10113-013-0499-2, 2014.
Janjic, Z. I.: The Surface Layer Parameterization in the NCEP Eta Model, Research Activities in Atmospheric and Oceanic Modelling, WMO, Geneva, CAS/JSC WGNE, 4.16–4.17, 1996.
Jones, P. W.: First- and Second-Order Conservative Remapping Schemes
for Grids in Spherical Coordinates, Mon. Weather Rev., 127, 2204–2210, https://doi.org/10.1175/1520-0493(1999)127<2204:FASOCR>2.0.CO;2, 1999.
Kendon, E. J., Roberts, N. M., Senior, C. A., and Roberts, M. J.:
Realism of rainfall in a very high-resolution regional climate model, J. Climate, 25, 5791–5806, 2012.
Kendon, E. J., Ban, N., Roberts, N. M., Fowler, H. J., Roberts, M. J., Chan, S. C., Evans, J. P., Fosser, G., and Wilkinson, J. M.: Do convection-permitting regional climate models
improve projections of future precipitation change?, B. Am. Meteorol. Soc., 98, 79–93, 2017.
Kendon, E. J., Stratton, R. A., Tucker, S., Marsham, J. H., Berthou, S.,
Rowell, D. P., and Senior, C. A.: Enhanced future changes in wet and
dry extremes over Africa at convection-permitting scale, Nat. Commun., 10, 1794, https://doi.org/10.1038/s41467-019-09776-9, 2019.
Knist, S., Goergen, K., and Simmer, C.: Evaluation and projected
changes of precipitation statistics in convection-permitting WRF climate
simulations over Central Europe, Clim. Dynam., 55, 325–341, 2018.
Kotlarski, S., Keuler, K., Christensen, O. B., Colette, A., Déqué, M., Gobiet, A., Goergen, K., Jacob, D., Lüthi, D., van Meijgaard, E., Nikulin, G., Schär, C., Teichmann, C., Vautard, R., Warrach-Sagi, K., and Wulfmeyer, V.: Regional climate modeling on European scales: a joint standard evaluation of the EURO-CORDEX RCM ensemble, Geosci. Model Dev., 7, 1297–1333, https://doi.org/10.5194/gmd-7-1297-2014, 2014.
Langhans, W., Schmidli, J., Fuhrer, O., Bieri, S., and Schär, C.:
Long-term simulations of thermally driven flows and orographic
convection at convection-parameterizing and cloud-resolving resolutions, J. Appl. Meteorol. Clim., 52, 1490–1510, 2013.
Lebeaupin, C., Ducrocq, V., and Giordani, H.: Sensitivity of
torrential rain events to the sea surface temperature based on
high-resolution numerical forecasts, J. Geophys. Res.-Atmos., 111, D12110, https://doi.org/10.1029/2005JD006541, 2006.
Lee, K.-O., Flamant, C., Duffourg, F., Ducrocq, V., and Chaboureau, J.-P.: Impact of upstream moisture structure on a back-building convective precipitation system in south-eastern France during HyMeX IOP13, Atmos. Chem. Phys., 18, 16845–16862, https://doi.org/10.5194/acp-18-16845-2018, 2018.
Lélé, M. I., Leslie, L. M., and Lamb, P. J.: Analysis of
Low-Level Atmospheric Moisture Transport Associated with the West African
Monsoon, J. Climate, 28, 4414–4430, https://doi.org/10.1175/jcli-d-14-00746.1, 2015.
Lenderink, G. and Attema, J.: A simple scaling approach to produce
climate scenarios of local precipitation extremes for the Netherlands, Environ. Res. Lett., 10, 85001, https://doi.org/10.1088/1748-9326/10/8/085001, 2015.
Lenderink, G. and Van Meijgaard, E.: Increase in hourly
precipitation extremes beyond expectations from temperature changes, Nat. Geosci.,
1, 511, https://doi.org/10.1038/ngeo262, 2008.
Lenderink, Barbero, R., Loriaux, J. M., and Fowler, H. J.:
Super-Clausius–Clapeyron scaling of extreme hourly convective precipitation
and its relation to large-scale atmospheric conditions, J. Climate, 30, 6037–6052, 2017.
Lenderink, G., Belušić, D., Fowler, H. J., Kjellström, E., Lind, P., van Meijgaard, E., van Ulft, B., and de Vries, H.: Systematic increases in the
thermodynamic response of hourly precipitation extremes in an idealized
warming experiment with a convection-permitting climate model, Environ. Res. Lett., 14, 74012, https://doi.org/10.1088/1748-9326/ab214a, 2019.
Lind, P., Beluši ́c, D., Christensen, O. B., Dobler, A., Kjellström, E., Landgren, O., Lindstedt, D., Matte, D., Pedersen, R. A., Toivonen, E., and Wang, F.: Benefits and added value of
convection-permitting climate modeling over Fenno-Scandinavia, Clim. Dynam., 55,
1893–1912, https://doi.org/10.1007/s00382-020-05359-3, 2020.
Llasat, M. C., Llasat-Botija, M., Petrucci, O., Pasqua, A. A., Rosselló, J., Vinet, F., and Boissier, L.: Towards a database on societal impact of Mediterranean floods within the framework of the HYMEX project, Nat. Hazards Earth Syst. Sci., 13, 1337–1350, https://doi.org/10.5194/nhess-13-1337-2013, 2013.
Luu, L. N., Vautard, R., Yiou, P., van Oldenborgh, G. J., and Lenderink, G.:
Attribution of Extreme Rainfall Events in the South of France Using
EURO-CORDEX Simulations, Geophys. Res. Lett., 45, 6242–6250, https://doi.org/10.1029/2018GL077807, 2018.
Meredith, E. P., Ulbrich, U., and Rust, H. W.: Subhourly rainfall in
a convection-permitting model, Environ. Res. Lett., 15, 34031, https://doi.org/10.1088/1748-9326/ab6787, 2020.
Nakanishi, M. and Niino, H.: An Improved Mellor–Yamada Level-3
Model: Its Numerical Stability and Application to a Regional Prediction of
Advection Fog, Bound.-Lay. Meteorol., 119, 397–407, https://doi.org/10.1007/s10546-005-9030-8, 2006.
Nuissier, O., Ducrocq, V., Ricard, D., Lebeaupin, C., and Anquetin, S.:
A numerical study of three catastrophic precipitating events over
southern France. I: Numerical framework and synoptic ingredients, Q. J. Roy. Meteor. Soc.,
134, 111–130, 2008.
Nuissier, O., Joly, B., Joly, A., Ducrocq, V., and Arbogast, P.: A
statistical downscaling to identify the large-scale circulation patterns
associated with heavy precipitation events over southern France, Q. J. Roy. Meteor. Soc.,
137, 1812–1827, https://doi.org/10.1002/qj.866, 2011.
Pall, P., Allen, M. R., and Stone, D. A.: Testing the
Clausius–Clapeyron constraint on changes in extreme precipitation under CO2
warming, Clim. Dynam., 28, 351–363, https://doi.org/10.1007/s00382-006-0180-2,
2007.
Palmer, T. and Stevens, B.: The scientific challenge of
understanding and estimating climate change, P. Natl. Acad. Sci. USA, 116, 24390–24395, https://doi.org/10.1073/pnas.1906691116, 2019.
Pichelli, E., Coppola, E., Sobolowski, S., Ban, N., Giorgi, F., Stocchi, P., Alias, A., Beluši ́c, D., Berthou, S., Caillaud, C., Cardoso, R. M., Chan, S., Christensen, O. B., Dobler, A., de Vries, H., Goergen, K., Kendon, E. J., Keuler, K., Lenderink, G., Lorenz, T., Mishra, A. N., Panitz, H.-J., Schär, C., Soares, P. M. M., Truhetz, H., and Vergara-Temprado, J.: The first multi-model ensemble of regional climate
simulations at kilometer-scale resolution part 2: historical and future
simulations of precipitation, Clim. Dynam., 56, 3581–3602, https://doi.org/10.1007/s00382-021-05657-4, 2021.
Prein, A. F., Gobiet, A., Suklitsch, M., Truhetz, H., Awan, N. K., Keuler, K., and Georgievski, G.: Added value of convection permitting seasonal simulations, Clim. Dynam., 41, 2655–2677, https://doi.org/10.1007/s00382-013-1744-6, 2013.
Prein, A. F., Langhans, W., Fosser, G., Ferrone, A., Ban, N., Goergen, K., Keller, M., Tölle, M., Gutjahr, O., and Feser, F.: A review on regional convection-permitting climate modeling: Demonstrations, prospects, and challenges, Rev. Geophys., 53, 323–361, https://doi.org/10.1002/2014RG000475, 2015.
Quintana-Seguí, P., Moigne, P. L., Durand, Y., Martin, E., Habets, F., Baillon, M., Canellas, C., Franchisteguy, L., and Morel, S.: Analysis of Near-Surface Atmospheric Variables:
Validation of the SAFRAN Analysis over France, J. Appl. Meteorol. Clim., 47, 92–107, https://doi.org/10.1175/2007jamc1636.1, 2008.
Ricard, D., Ducrocq, V., and Auger, L.: A Climatology of the
Mesoscale Environment Associated with Heavily Precipitating Events over a
Northwestern Mediterranean Area, J. Appl. Meteorol. Clim., 51, 468–488, https://doi.org/10.1175/JAMC-D-11-017.1, 2012.
de Rooy, W. C., Bechtold, P., Fröhlich, K., Hohenegger, C., Jonker, H., Mironov, D., Siebesma, A. P., Teixeira, J., and Yano, J.-I.: Entrainment and detrainment in cumulus
convection: an overview, Q. J. Roy. Meteor. Soc., 139, 1–19, https://doi.org/10.1002/qj.1959, 2013.
Scaff, L., Prein, A. F., Li, Y., Liu, C., Rasmussen, R., and Ikeda, K.:
Simulating the convective precipitation diurnal cycle in North
America's current and future climate, Clim. Dynam., 55, 369–382, https://doi.org/10.1007/s00382-019-04754-9,
2019.
Tabary, P., Dupuy, P., L’Henaff, G., Gueguen, C., Moulin, L., Laurantin, O., Merlier, C., and Soubeyroux, J.-M.: A 10-year (1997–2006) reanalysis of quantitative
precipitation estimation over France: methodology and first results, IAHS P.,
351, 255–260, 2012.
Taylor, K. E., Stouffer, R. J., and Meehl, G. A.: An Overview of
CMIP5 and the Experiment Design, B. Am. Meteorol. Soc., 93, 485–498, https://doi.org/10.1175/bams-d-11-00094.1, 2012.
Thompson, G., Field, P. R., Rasmussen, R. M., and Hall, W. D.:
Explicit Forecasts of Winter Precipitation Using an Improved Bulk
Microphysics Scheme. Part II: Implementation of a New Snow Parameterization, Mon. Weather Rev., 136, 5095–5115, https://doi.org/10.1175/2008mwr2387.1, 2008.
Trenberth, K. E.: Observational needs for climate prediction and
adaptation, Bulletin of the World Meteorological Organization, 57, 17–21, 2008.
Trenberth, K. E., Dai, A., Rasmussen, R. M., and Parsons, D. B.: The
Changing Character of Precipitation, B. Am. Meteorol. Soc., 84, 1205–1218, https://doi.org/10.1175/bams-84-9-1205, 2003.
Tuel, A. and Eltahir, E. A. B.: Why Is the Mediterranean a Climate
Change Hot Spot?, J. Climate, 33, 5829–5843, https://doi.org/10.1175/JCLI-D-19-0910.1, 2020.
Vanden Broucke, S., Wouters, H., Demuzere, M., and van Lipzig, N. P. M.:
The influence of convection-permitting regional climate modeling on
future projections of extreme precipitation: dependency on topography and
timescale, Clim. Dynam., 52, 5303–5324, https://doi.org/10.1007/s00382-018-4454-2, 2019
Vautard, R., Yiou, P., van Oldenborgh, G.-J., Lenderink, G., Thao, S., Ribes, A., Planton, S., Dubuisson, B., and Soubeyroux, J.-M.: Extreme fall 2014 precipitation in the
Cévennes mountains, B. Am. Meteorol. Soc., 96, S56–S60, 2015.
Vautard, R., Kadygrov, N., Iles, C., Boberg, F., Buonomo, E., Bülow, K., Coppola, E., Corre, L., van Meijgaard, E., Nogherotto, R., Sandstad, M., Schwingshackl, C., Somot, S., Aalbers, E., Christensen, O. B., Ciarlo‘, J. M., Demory, M.-E., Giorgi, F., Jacob, D., Jones, R. G., Keuler, K., Kjellström, E., Lenderink, G., Levavasseur, G., Nikulin, G., Sillmann, J., Sørland, S. L., Solidoro, C., Steger, C., Teichmann, C., Warrach-Sagi, K., and Wulfmeyer, V.: Evaluation of the large EURO-CORDEX regional climate model
ensemble, J. Geophys. Res., 2020.
Vergara-Temprado, J., Ban, N., and Schär, C.: Extreme Sub-Hourly
Precipitation Intensities Scale Close to the Clausius-Clapeyron Rate Over
Europe, Geophys. Res. Lett., 48, e2020GL089506, https://doi.org/10.1029/2020GL089506, 2021.
Vidal, J.-P., Martin, E., Franchistéguy, L., Baillon, M., and
Soubeyroux, J.-M.: A 50-year high-resolution atmospheric reanalysis
over France with the Safran system, Int. J. Climatol., 30, 1627–1644, https://doi.org/10.1002/joc.2003, 2010.
Westra, S., Fowler, H. J., Evans, J. P., Alexander, L. V., Berg, P., Johnson, F., Kendon, E. J., Lenderink, G., and Roberts, N. M.: Future changes to the intensity and frequency of
short-duration extreme rainfall, Rev. Geophys., 52, 522–555, https://doi.org/10.1002/2014rg000464, 2014.
Yang, Y., Uddstrom, M., and Duncan, M.: Effects of short spin-up
periods on soil moisture simulation and the causes over New Zealand, J. Geophys. Res.-Atmos., 116, D24108, https://doi.org/10.1029/2011jd016121, 2011.
Zittis, G., Bruggeman, A., Camera, C., Hadjinicolaou, P., and Lelieveld, J.:
The added value of convection permitting simulations of extreme
precipitation events over the eastern Mediterranean, Atmos. Res., 191, 20–33, 2017.
Short summary
This study downscales climate information from EURO-CORDEX (approx. 12 km) output to a higher horizontal resolution (approx. 3 km) for the south of France. We also propose a matrix of different indices to evaluate the high-resolution precipitation output. We find that a higher resolution reproduces more realistic extreme precipitation events at both daily and sub-daily timescales. Our results and approach are promising to apply to other Mediterranean regions and climate impact studies.
This study downscales climate information from EURO-CORDEX (approx. 12 km) output to a higher...
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