Multiyear climate predictions using two initialization strategies

被引:68
作者
Hazeleger, W. [1 ,2 ]
Guemas, V. [3 ,4 ]
Wouters, B. [1 ]
Corti, S. [5 ,6 ]
Andreu-Burillo, I. [3 ]
Doblas-Reyes, F. J. [3 ,7 ]
Wyser, K. [8 ]
Caian, M. [8 ]
机构
[1] KNMI, Global Climate Div, NL-3730 AE De Bilt, Netherlands
[2] Wageningen Univ, NL-6700 AP Wageningen, Netherlands
[3] Inst Catala Ciencies Clima, Climate Forecast Unit, Barcelona, Spain
[4] CNRS, CNRM GAME, Toulouse, France
[5] CNR, I-40126 Bologna, Italy
[6] ECMWF, Reading, Berks, England
[7] ICREA, Barcelona, Spain
[8] SMHI, Rossby Ctr, Norrkoping, Sweden
关键词
TEMPERATURE;
D O I
10.1002/grl.50355
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Multiyear climate predictions with two initialization strategies are systematically assessed in the EC-Earth V2.3 climate model. In one ensemble, an estimate of the observed climate state is used to initialize the model. The other uses estimates of observed ocean and sea ice anomalies on top of the model climatology. The ensembles show similar spatial characteristics of drift related to the biases in control simulations. As expected, the drift is less with anomaly initialization. The full field initialization overshoots to a colder state which is related to cold biases in the tropics and North Atlantic, associated with oceanic processes. Despite different amplitude of the drift, both ensembles show similar skill in multiyear global temperature predictions, but regionally differences are found. On multiyear time scales, initialization with observations enhances both deterministic and probabilistic skill scores in the North Atlantic. The probabilistic verification shows skill over the European continent.
引用
收藏
页码:1794 / 1798
页数:5
相关论文
共 22 条
[1]   Long time-scale potential predictability in an ensemble of coupled climate models [J].
Boer, GJ .
CLIMATE DYNAMICS, 2004, 23 (01) :29-44
[2]   An ERA40-based atmospheric forcing for global ocean circulation models [J].
Brodeau, Laurent ;
Barnier, Bernard ;
Treguier, Anne-Marie ;
Penduff, Thierry ;
Gulev, Sergei .
OCEAN MODELLING, 2010, 31 (3-4) :88-104
[3]   Reliability of decadal predictions [J].
Corti, S. ;
Weisheimer, A. ;
Palmer, T. N. ;
Doblas-Reyes, F. J. ;
Magnusson, L. .
GEOPHYSICAL RESEARCH LETTERS, 2012, 39
[4]   The ERA-Interim reanalysis: configuration and performance of the data assimilation system [J].
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. ;
Haimberger, L. ;
Healy, S. B. ;
Hersbach, H. ;
Holm, E. V. ;
Isaksen, L. ;
Kallberg, P. ;
Koehler, M. ;
Matricardi, M. ;
McNally, A. P. ;
Monge-Sanz, B. M. ;
Morcrette, J. -J. ;
Park, B. -K. ;
Peubey, C. ;
de Rosnay, P. ;
Tavolato, C. ;
Thepaut, J. -N. ;
Vitart, F. .
QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2011, 137 (656) :553-597
[5]   Sensitivity of decadal predictions to the initial atmospheric and oceanic perturbations [J].
Du, H. ;
Doblas-Reyes, F. J. ;
Garcia-Serrano, J. ;
Guemas, V. ;
Soufflet, Y. ;
Wouters, B. .
CLIMATE DYNAMICS, 2012, 39 (7-8) :2013-2023
[6]   A global monthly land surface air temperature analysis for 1948-present [J].
Fan, Yun ;
van den Dool, Huug .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D1)
[7]   Comparing Probabilistic forecasting systems with the brier score [J].
Ferro, Christopher A. T. .
WEATHER AND FORECASTING, 2007, 22 (05) :1076-1088
[8]   On the assessment of near-surface global temperature and North Atlantic multi-decadal variability in the ENSEMBLES decadal hindcast [J].
Garcia-Serrano, J. ;
Doblas-Reyes, F. J. .
CLIMATE DYNAMICS, 2012, 39 (7-8) :2025-2040
[9]   The Indian Ocean: The Region of Highest Skill Worldwide in Decadal Climate Prediction [J].
Guemas, Virginie ;
Corti, Susanna ;
Garcia-Serrano, J. ;
Doblas-Reyes, F. J. ;
Balmaseda, Magdalena ;
Magnusson, Linus .
JOURNAL OF CLIMATE, 2013, 26 (03) :726-739
[10]   GLOBAL SURFACE TEMPERATURE CHANGE [J].
Hansen, J. ;
Ruedy, R. ;
Sato, M. ;
Lo, K. .
REVIEWS OF GEOPHYSICS, 2010, 48