Did the ECMWF seasonal forecast model outperform statistical ENSO forecast models over the last 15 years

Abstract The European Centre for Medium-Range Weather Forecasts (ECMWF) has made seasonal forecasts since 1997 with ensembles of a coupled ocean–atmosphere model, System-1 (S1). In January 2002, a new version, System-2 (S2), was introduced. For the calibration of these models, hindcasts have been performed starting in 1987, so that 15 yr of hindcasts and forecasts are now available for verification. Seasonal predictability is to a large extent due to the El Nino–Southern Oscillation (ENSO) climate oscillations. ENSO predictions of the ECMWF models are compared with those of statistical models, some of which are used operationally. The relative skill depends strongly on the season. The dynamical models are better at forecasting the onset of El Nino or La Nina in boreal spring to summer. The statistical models are comparable at predicting the evolution of an event in boreal fall and winter.

[1]  David Parker,et al.  Interdecadal changes of surface temperature since the late nineteenth century , 1994 .

[2]  M. Balmaseda Ocean Data Assimilation for Seasonal Forecasts , 2003 .

[3]  Frederic Vitart,et al.  An Ensemble Generation Method for Seasonal Forecasting with an Ocean-Atmosphere Coupled Model , 2005 .

[4]  Keith R. Briffa,et al.  Estimating Sampling Errors in Large-Scale Temperature Averages , 1997 .

[5]  P. Jones,et al.  Hemispheric Surface Air Temperature Variations: A Reanalysis and an Update to 1993. , 1994 .

[6]  T. Basnett,et al.  Development of the Global Mean Sea Level Pressure Data Set GMSLP2 , 1997 .

[7]  David L. T. Anderson,et al.  Sensitivity of dynamical seasonal forecasts to ocean initial conditions , 2004 .

[8]  Renate Hagedorn,et al.  Comparison of the ECMWF seasonal forecast System 1 and 2, including the relative performance for the 1997/98 El Nino , 2002 .

[9]  Prashant D. Sardeshmukh,et al.  Changes of Probability Associated with El Niño , 2000 .

[10]  Stanley B. Goldenberg,et al.  Documentation of a highly ENSO‐related sst region in the equatorial pacific: Research note , 1997 .

[11]  T. Palmer,et al.  Stochastic representation of model uncertainties in the ECMWF ensemble prediction system , 2007 .

[12]  Ming Ji,et al.  ENSO Prediction with Markov Models: The Impact of Sea Level , 2000 .

[13]  David L. T. Anderson,et al.  Evaluation of Atmospheric Fields from the ECMWF Seasonal Forecasts over a 15-Year Period , 2005 .

[14]  Anne Lohrli Chapman and Hall , 1985 .

[15]  Robert Tibshirani,et al.  An Introduction to the Bootstrap , 1994 .

[16]  R. Voß,et al.  Ensip: the El Nin Ä O Simulation Intercomparison Project , 2000 .

[17]  J. Wallace,et al.  ENSO-like Interdecadal Variability: 1900–93 , 1997 .

[18]  P. Webster The annual cycle and the predictability of the tropical coupled ocean-atmosphere system , 1995 .

[19]  Mike Hulme,et al.  Precipitation sensitivity to global warming: Comparison of observations with HadCM2 simulations , 1998 .

[20]  H. V. D. Dool,et al.  Searching for analogues, how long must we wait? , 1994 .

[21]  Simulation Skills of the SST-Forced Global Climate Variability of the NCEP–MRF9 and the Scripps–MPI ECHAM3 Models , 2000 .

[22]  John A. Knaff,et al.  How Much Skill Was There in Forecasting the Very Strong 1997–98 El Niño? , 2000 .

[23]  David L. T. Anderson,et al.  Decadal and Seasonal Dependence of ENSO Prediction Skill , 1995 .

[24]  Michael J. McPhaden,et al.  Tropical Pacific Ocean heat content variations and ENSO persistence barriers , 2003 .

[25]  T. Palmer,et al.  Development of a European Multi-Model Ensemble System for Seasonal to Inter-Annual Prediction (DEMETER) , 2004 .

[26]  Elizabeth C. Kent,et al.  Wind Stress Forcing of the Ocean in the SOC Climatology: Comparisons with the NCEP–NCAR, ECMWF, UWM/COADS, and Hellerman and Rosenstein Datasets , 2002 .

[27]  G. T. Walker Correlations in seasonal variations , 1910 .

[28]  M. Balmaseda,et al.  ENSO prediction using a dynamical ocean model coupled to statistical atmospheres , 1994 .

[29]  Thomas M. Smith,et al.  An Improved In Situ and Satellite SST Analysis for Climate , 2002 .

[30]  Balaji Rajagopalan,et al.  Analyses of global sea surface temperature 1856–1991 , 1998 .

[31]  M. Balmaseda,et al.  Global seasonal rainfall forecasts using a coupled ocean–atmosphere model , 1998, Nature.

[32]  A. Barnston,et al.  Present-Day Capabilities of Numerical and Statistical Models for Atmospheric Extratropical Seasonal Simulation and Prediction. , 1999 .

[33]  A. Barnston,et al.  Predictive Skill of Statistical and Dynamical Climate Models in SST Forecasts during the 1997-98 El Niño Episode and the 1998 La Niña Onset. , 1999 .

[34]  Andrew P. Morse,et al.  DEVELOPMENT OF A EUROPEAN MULTIMODEL ENSEMBLE SYSTEM FOR SEASONAL-TO-INTERANNUAL PREDICTION (DEMETER) , 2004 .