Balanced estimate and uncertainty assessment of European climate change using the large EURO-CORDEX regional climate model ensemble

被引:26
|
作者
Evin, Guillaume [1 ]
Somot, Samuel [2 ]
Hingray, Benoit [3 ]
机构
[1] Univ Grenoble Alpes, UR ETGR, INRAE, Grenoble, France
[2] Univ Toulouse, CNRS, Meteo France, CNRM, Toulouse, France
[3] Univ Grenoble Alpes, CNRS, IRD, Grenoble INP,IGE, Grenoble, France
关键词
INTERNAL VARIABILITY; PROJECTIONS; COMPONENTS; IMPACT; PRECIPITATION; SCENARIOS;
D O I
10.5194/esd-12-1543-2021
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Large multiscenario multimodel ensembles (MMEs) of regional climate model (RCM) experiments driven by global climate models (GCMs) are made available worldwide and aim at providing robust estimates of climate changes and associated uncertainties. Due to many missing combinations of emission scenarios and climate models leading to sparse scenario-GCM-RCM matrices, these large ensembles, however, are very unbalanced, which makes uncertainty analyses impossible with standard approaches. In this paper, the uncertainty assessment is carried out by applying an advanced statistical approach, called QUALYPSO, to a very large ensemble of 87 EURO-CORDEX climate projections, the largest MME based on regional climate models ever produced in Europe. This analysis provides a detailed description of this MME, including (i) balanced estimates of mean changes for near-surface temperature and precipitation in Europe, (ii) the total uncertainty of projections and its partition as a function of time, and (iii) the list of the most important contributors to the model uncertainty. For changes in total precipitation and mean temperature in winter (DJF) and summer (JJA), the uncertainty due to RCMs can be as large as the uncertainty due to GCMs at the end of the century (2071-2099). Both uncertainty sources are mainly due to a small number of individual models clearly identified. Due to the highly unbalanced character of the MME, mean estimated changes can drastically differ from standard average estimates based on the raw ensemble of opportunity. For the RCP4.5 emission scenario in central-eastern Europe for instance, the difference between balanced and direct estimates is up to 0.8 degrees C for summer temperature changes and up to 20 % for summer precipitation changes at the end of the century.
引用
收藏
页码:1543 / 1569
页数:27
相关论文
共 50 条
  • [1] Assessment of the European Climate Projections as Simulated by the Large EURO-CORDEX Regional and Global Climate Model Ensemble
    Coppola, Erika
    Nogherotto, Rita
    Ciarlo, James M.
    Giorgi, Filippo
    van Meijgaard, Erik
    Kadygrov, Nikolay
    Iles, Carley
    Corre, Lola
    Sandstad, Marit
    Somot, Samuel
    Nabat, Pierre
    Vautard, Robert
    Levavasseur, Guillaume
    Schwingshackl, Clemens
    Sillmann, Jana
    Kjellstrom, Erik
    Nikulin, Grigory
    Aalbers, Emma
    Lenderink, Geert
    Christensen, Ole B.
    Boberg, Fredrik
    Sorland, Silje Lund
    Demory, Marie-Estelle
    Buelow, Katharina
    Teichmann, Claas
    Warrach-Sagi, Kirsten
    Wulfmeyer, Volker
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2021, 126 (04)
  • [2] Evaluation of the Large EURO-CORDEX Regional Climate Model Ensemble
    Vautard, Robert
    Kadygrov, Nikolay
    Iles, Carley
    Boberg, Fredrik
    Buonomo, Erasmo
    Buelow, Katharina
    Coppola, Erika
    Corre, Lola
    van Meijgaard, Erik
    Nogherotto, Rita
    Sandstad, Marit
    Schwingshackl, Clemens
    Somot, Samuel
    Aalbers, Emma
    Christensen, Ole B.
    Ciarlo, James M.
    Demory, Marie-Estelle
    Giorgi, Filippo
    Jacob, Daniela
    Jones, Richard G.
    Keuler, Klaus
    Kjellstrom, Erik
    Lenderink, Geert
    Levavasseur, Guillaume
    Nikulin, Grigory
    Sillmann, Jana
    Solidoro, Cosimo
    Sorland, Silje Lund
    Steger, Christian
    Teichmann, Claas
    Warrach-Sagi, Kirsten
    Wulfmeyer, Volker
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2021, 126 (17)
  • [3] AUTH Regional Climate Model Contributions to EURO-CORDEX
    Katragkou, E.
    Gkotovou, I.
    Kartsios, S.
    Pavlidis, V.
    Tsigaridis, K.
    Trail, M.
    Nazarenko, L.
    Karacostas, Theodore S.
    [J]. PERSPECTIVES ON ATMOSPHERIC SCIENCES, 2017, : 741 - 746
  • [4] Regional climate modeling on European scales: a joint standard evaluation of the EURO-CORDEX RCM ensemble
    Kotlarski, S.
    Keuler, K.
    Christensen, O. B.
    Colette, A.
    Deque, M.
    Gobiet, A.
    Goergen, K.
    Jacob, D.
    Luethi, D.
    van Meijgaard, E.
    Nikulin, G.
    Schaer, C.
    Teichmann, C.
    Vautard, R.
    Warrach-Sagi, K.
    Wulfmeyer, V.
    [J]. GEOSCIENTIFIC MODEL DEVELOPMENT, 2014, 7 (04) : 1297 - 1333
  • [5] Future heat waves over the Mediterranean from an Euro-CORDEX regional climate model ensemble
    M. O. Molina
    E. Sánchez
    C. Gutiérrez
    [J]. Scientific Reports, 10
  • [6] Future heat waves over the Mediterranean from an Euro-CORDEX regional climate model ensemble
    Molina, M. O.
    Sanchez, E.
    Gutierrez, C.
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)
  • [7] Process-based climate change assessment for European winds using EURO-CORDEX and global models
    Wohland, Jan
    [J]. ENVIRONMENTAL RESEARCH LETTERS, 2022, 17 (12):
  • [8] The simulation of European heat waves from an ensemble of regional climate models within the EURO-CORDEX project
    Robert Vautard
    Andreas Gobiet
    Daniela Jacob
    Michal Belda
    Augustin Colette
    Michel Déqué
    Jesús Fernández
    Markel García-Díez
    Klaus Goergen
    Ivan Güttler
    Tomáš Halenka
    Theodore Karacostas
    Eleni Katragkou
    Klaus Keuler
    Sven Kotlarski
    Stephanie Mayer
    Erik van Meijgaard
    Grigory Nikulin
    Mirta Patarčić
    John Scinocca
    Stefan Sobolowski
    Martin Suklitsch
    Claas Teichmann
    Kirsten Warrach-Sagi
    Volker Wulfmeyer
    Pascal Yiou
    [J]. Climate Dynamics, 2013, 41 : 2555 - 2575
  • [9] The simulation of European heat waves from an ensemble of regional climate models within the EURO-CORDEX project
    Vautard, Robert
    Gobiet, Andreas
    Jacob, Daniela
    Belda, Michal
    Colette, Augustin
    Deque, Michel
    Fernandez, Jesus
    Garcia-Diez, Markel
    Goergen, Klaus
    Guettler, Ivan
    Halenka, Tomas
    Karacostas, Theodore
    Katragkou, Eleni
    Keuler, Klaus
    Kotlarski, Sven
    Mayer, Stephanie
    van Meijgaard, Erik
    Nikulin, Grigory
    Patarcic, Mirta
    Scinocca, John
    Sobolowski, Stefan
    Suklitsch, Martin
    Teichmann, Claas
    Warrach-Sagi, Kirsten
    Wulfmeyer, Volker
    Yiou, Pascal
    [J]. CLIMATE DYNAMICS, 2013, 41 (9-10) : 2555 - 2575
  • [10] A Pragmatic Approach to Build a Reduced Regional Climate Projection Ensemble for Germany Using the EURO-CORDEX 8.5 Ensemble
    Dalelane, C.
    Frueh, B.
    Steger, C.
    Walter, A.
    [J]. JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2018, 57 (03) : 477 - 491