Evaluation of Atmospheric Fields from the ECMWF Seasonal Forecasts over a 15-Year Period

Abstract Since 1997, the European Centre for Medium-Range Weather Forecasts (ECMWF) has made seasonal forecasts 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. The main cause of seasonal predictability is El Nino and La Nina perturbing the average weather in many regions and seasons throughout the world. As a baseline to compare the dynamical models with, a set of simple statistical models (STAT) is constructed. These are based on persistence and a lagged regression with the first few EOFs of SST from 1901 to 1986 wherever the correlations are significant. The first EOF corresponds to ENSO, and the second corresponds to decadal ENSO. The temperature model uses one EOF, the sea level pressure (SLP) model uses five EOFs, and the precipitation model uses two EOFs but e...

[1]  Lawrence L. Greischar,et al.  Further Work on the Prediction of Northeast Brazil Rainfall Anomalies , 1993 .

[2]  Daniel S. Wilks,et al.  Statistical Methods in the Atmospheric Sciences: An Introduction , 1995 .

[3]  Beverly D. McIntyre,et al.  ENSO and interannual rainfall variability in Uganda: implications for agricultural management , 2000 .

[4]  N. Graham,et al.  Importance of the Indian Ocean for simulating rainfall anomalies over eastern and southern Africa , 1999 .

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

[6]  Gidon Eshel,et al.  Forecasting Zimbabwean maize yield using eastern equatorial Pacific sea surface temperature , 1994, Nature.

[7]  S. Hastenrath,et al.  Dynamics of climatic hazards in northeast Brazil , 1977 .

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

[9]  M. Neil Ward,et al.  Prediction of seasonal rainfall in the sahel region using empirical and dynamical methods , 1991 .

[10]  Francis W. Zwiers,et al.  Nonlinear Modes of North American Winter Climate Variability Derived from a General Circulation Model Simulation. , 2003 .

[11]  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 .

[12]  David P. Rowell,et al.  Assessing Potential Seasonal Predictability with an Ensemble of Multidecadal GCM Simulations , 1998 .

[13]  David L. T. Anderson,et al.  Did the ECMWF seasonal forecast model outperform statistical ENSO forecast models over the last 15 years , 2005 .

[14]  L. Ogallo Relationships between seasonal rainfall in East Africa and the Southern Oscillation , 1988 .

[15]  C. Ropelewski,et al.  Global and Regional Scale Precipitation Patterns Associated with the El Niño/Southern Oscillation , 1987 .

[16]  Geert Jan van Oldenborgh,et al.  On the El Niño teleconnection to spring precipitation in Europe , 1998 .

[17]  Alexander Gershunov,et al.  Low-Frequency Modulation of the ENSO-Indian Monsoon Rainfall Relationship: Signal or Noise? , 2001 .

[18]  A. Barnston,et al.  The Effect of Spatial Aggregation on the Skill of Seasonal Precipitation Forecasts , 2003 .

[19]  R. Reynolds,et al.  The NCEP/NCAR 40-Year Reanalysis Project , 1996, Renewable Energy.

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

[21]  A. J. Troup,et al.  The ‘southern oscillation’ , 1965 .

[22]  M. Latif,et al.  The role of Indian Ocean sea surface temperature in forcing east African rainfall anomalies during December-January 1997/98 , 1999 .

[23]  R. A. Madden,et al.  The Southern Oscillation. Part I: Global Associations with Pressure and Temperature in Northern Winter , 1981 .

[24]  Henry F. Diaz,et al.  Global climatic anomalies associated with extremes in the Southern Oscillation , 1989 .

[25]  M. Hoerling,et al.  ENSO variability, teleconnections and climate change , 2001 .

[26]  Tim N. Palmer,et al.  The economic value of ensemble forecasts as a tool for risk assessment: From days to decades , 2002 .

[27]  S. Mason,et al.  Probabilistic Precipitation Anomalies Associated with ENSO , 2001 .

[28]  Min Zhong,et al.  El Niño, La Niña, and the Nonlinearity of Their Teleconnections , 1997 .

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

[30]  D. Enfield,et al.  Tropical Atlantic sea surface temperature variability and its relation to El Niño‐Southern Oscillation , 1997 .

[31]  T. Palmer Influence of the Atlantic, Pacific and Indian Oceans on Sahel rainfall , 1986, Nature.

[32]  Russell S. Vose,et al.  The Global Historical Climatology Network: Long-term monthly temperature, precipitation, sea level pressure, and station pressure data , 1992 .

[33]  S. Hastenrath Recent Advances in Tropical Climate Prediction , 1995 .

[34]  Cécile Penland,et al.  Prediction of Tropical Atlantic Sea Surface Temperatures Using Linear Inverse Modeling , 1998 .

[35]  M. Davey,et al.  Prediction of summer temperature, rainfall and pressure in Europe from preceding winter North Atlantic Ocean temperature , 1999 .

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

[37]  C. Folland,et al.  Note on “Predictability of Northeast Brazil Rainfall and Real-Time Forecast Skill, 1987–98” , 2001 .

[38]  U. Schneider,et al.  Global precipitation estimates based on a technique for combining satellite-based estimates, rain gauge analysis, and NWP model precipitation information , 1995 .

[39]  J. InindaMwalichi The Impact of the global Sea Surface Temperature Patterns on seasonal Rainfall in East Africa , 1994 .

[40]  G. V. Oldenborgh Comments on “Predictability of Winter Climate over the North Atlantic European Region during ENSO Events” , 2005 .

[41]  Thomas M. Smith,et al.  Improved Global Sea Surface Temperature Analyses Using Optimum Interpolation , 1994 .

[42]  Thomas M. Smith,et al.  Specification and Prediction of Global Surface Temperature and Precipitation from Global SST Using CCA , 1996 .

[43]  R. E. Livezey,et al.  Statistical Field Significance and its Determination by Monte Carlo Techniques , 1983 .

[44]  J. Marshall,et al.  A Diagnostic Study of the Role of Remote Forcing in Tropical Atlantic Variability. , 2002 .