Skill and relative economic value of medium-range hydrological ensemble predictions

Abstract. A hydrological ensemble prediction system, integrating a water balance model with ensemble precipitation forecasts from the European Centre for Medium-Range Weather Forecasts (ECMWF) Ensemble Prediction System (EPS), is evaluated for two Belgian catchments using verification methods borrowed from meteorology. The skill of the probability forecast that the streamflow exceeds a given level is measured with the Brier Skill Score. Then the value of the system is assessed using a cost-loss decision model. The verification results of the hydrological ensemble predictions are compared with the corresponding results obtained for simpler alternatives as the one obtained by using of the deterministic forecast of ECMWF which is characterized by a higher spatial resolution or by using of the EPS ensemble mean.

[1]  E. Turiel The Development of Morality , 2007 .

[2]  K. Beven,et al.  Cascading model uncertainty from medium range weather forecasts (10 days) through a rainfall-runoff model to flood inundation predictions within the European Flood Forecasting System (EFFS) , 2005 .

[3]  A. H. Murphy,et al.  A General Framework for Forecast Verification , 1987 .

[4]  S. Sorooshian,et al.  Effective and efficient global optimization for conceptual rainfall‐runoff models , 1992 .

[5]  Leonard A. Smith,et al.  End to end ensemble forecasting: towards evaluating the economic value of an ensemble prediction system , 2001 .

[6]  D. Richardson Skill and relative economic value of the ECMWF ensemble prediction system , 2000 .

[7]  Franz Bultot,et al.  CONCEPTUAL HYDROLOGICAL MODEL FOR AN AVERAGE-SIZED CATCHMENT AREA, I. CONCEPTS AND RELATIONSHIPS , 1976 .

[8]  Tempei Hashino,et al.  Distributions-oriented verification of probability forecasts for small data samples , 2003 .

[9]  David S. Richardson,et al.  ON THE ECONOMIC VALUE OF ENSEMBLE BASED WEATHER FORECASTS , 2001 .

[10]  P. Naden Spatial variability in flood estimation for large catchments: the exploitation of channel network structure , 1992 .

[11]  Roberto Buizza,et al.  Quantitative Precipitation Forecasts over the United States by the ECMWF Ensemble Prediction System , 2001 .

[12]  M. Clark,et al.  Use of Medium-Range Numerical Weather Prediction Model Output to Produce Forecasts of Streamflow , 2004 .

[13]  Daniel S. Wilks,et al.  Economic Value of Weather And Climate Forecasts: Forecast value: prescriptive decision studies , 1997 .

[14]  Tempei Hashino,et al.  Distributions-Oriented Verification of Ensemble Streamflow Predictions , 2004 .

[15]  F. Atger,et al.  The Skill of Ensemble Prediction Systems , 1999 .

[16]  F. Molteni,et al.  The ECMWF Ensemble Prediction System: Methodology and validation , 1996 .

[17]  Thomas M. Hamill,et al.  Ensemble Reforecasting: Improving Medium-Range Forecast Skill Using Retrospective Forecasts , 2004 .

[18]  A. Shamseldin,et al.  Assessing the performance of eight real-time updating models and procedures for the brosna river , 2005 .

[19]  Thomas M. Hamill,et al.  Verification of Eta–RSM Short-Range Ensemble Forecasts , 1997 .

[20]  K. Beven,et al.  Development of a European flood forecasting system , 2003 .

[21]  A. H. Murphy,et al.  Economic Value of Weather And Climate Forecasts: Forecast verification , 1997 .

[22]  Roman Krzysztofowicz,et al.  Bayesian theory of probabilistic forecasting via deterministic hydrologic model , 1999 .

[23]  A. Hollingsworth,et al.  Probabilistic Predictions of Precipitation Using the ECMWF Ensemble Prediction System , 1999 .

[24]  G. Brier VERIFICATION OF FORECASTS EXPRESSED IN TERMS OF PROBABILITY , 1950 .

[25]  Emmanuel Roulin,et al.  Skill of Medium-Range Hydrological Ensemble Predictions , 2005 .

[26]  David S. Richardson,et al.  Measures of skill and value of ensemble prediction systems, their interrelationship and the effect of ensemble size , 2001 .

[27]  Gerald N. Day,et al.  Extended Streamflow Forecasting Using NWSRFS , 1985 .

[28]  R. Buizza,et al.  Flood forecasting using medium-range probabilistic weather prediction , 2005 .

[29]  F. Bultot,et al.  Conceptual hydrological model for an average-sized catchment area, II. Estimate of parameters, validity of model, applications , 1976 .

[30]  Martin Ehrendorfer,et al.  Bayesian Approach to Decision Making Using Ensemble Weather Forecasts , 2006 .

[31]  Gary W. Yohe,et al.  Economic Value of Weather and Climate Forecasts , 1998 .