Comparison of a single-model EPS with a multi-model ensemble consisting of a few operational models

Christine Ziehmann

doi:10.3402/tellusa.v52i3.12266

Comparison of a single-model EPS with a multi-model ensemble consisting of a few operational models

Tellus

Volume 52 (2000): Issue 3

By: Christine Ziehmann

Open Access

|Jan 2000

Anderson , J . 1996 . A method for producing and evalu-ating probabilistic forecasts from ensemble model integrations . J. Climate 9 , 1518 – 1530 .
Search in Google Scholar Back to article
Atger , F . 1999 . The skill of ensemble prediction systems. Mon. Wea. Re v . 127 , 1941 – 1953 .
Search in Google Scholar Back to article
Balzer , K . 1995 . Automatische Wettervorhersage mittels statistischer Interpretation. Promet 24 , 110 - 118.
Search in Google Scholar Back to article
Balzer , K. and Emmrich , P. 1997 . Verification and inter-comparison 1996. In: Verification of ECMWF products in member states and co-operating states. Report 1997 , pp. 40 – 49 . Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK.
Search in Google Scholar Back to article
Barker , T . 1991 . The relationship between spread and error in extended range forecasts . J. Climate 4 , 733 – 742 .
Search in Google Scholar Back to article
Buizza , R. and Palmer , T . 1995 . The singular-vector structure of the Atmospheric Global Circulation. J. Atmos. Sc i . 52 , 1434 – 1455 .
Search in Google Scholar Back to article
Cullen , M . 1993 . The unified forecast/climate model . Meteorol. Mag . 122 , 81 – 94 .
Search in Google Scholar Back to article
Derber , J. , Pan , H.-L. , Alpert , J. , Caplan , C. , White , G. , Iredell , M. , Hou , Y.-T. , Campana , K. and Moorthi , S . 1998 . Changes to the 1998 NCEP operational MRF model analysis-forecast system . Technical Report 449, NOAA/NWS Tech. Procedure Bull. Available from Office of Meteorology, National Weather Service, 1325 East-West Highway, Silver Spring, MD 20910. Deutscher Wetterdienst, 1995. Quarterly reports. Avail-able from Deutscher Wetterdienst, Frankfurter Str. 135, D-63067 Offenbach, Germany.
Search in Google Scholar Back to article
Draper , D . 1995 . Assessment and propagation of model uncertainty (with discussion) . J. R. Statist. Soc . B57 , 45 – 97 .
Search in Google Scholar Back to article
Eckmann , J.-P. and Ruelle , D . 1985 . Ergodic theory of chaos and strange attractors . Rev. Mod. Phys . 57 , 617 – 656 .
Search in Google Scholar Back to article
ECMWF , 1995. User guide to ECMWF products, edition 2.1. Meteorological Bulletin M3.2. Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK.
Search in Google Scholar Back to article
ECMWF , 1996. Predictability (1995). Seminar Proceed-ings, 4-8 September 1995. Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK.
Search in Google Scholar Back to article
ECMWF , 1998. Predictability (1997). Seminar Proceed-ings, 20-22 October 1997. Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK.
Search in Google Scholar Back to article
Ehrendorfer , M . 1997 . Predicting the uncertainty of numerical weather forecasts: a review . Meteorologische Zeitschrift N.F . 6 , 147 – 183 .
Search in Google Scholar Back to article
Hamill , T. M. and Colucci , S. J . 1998 . Evaluation of Eta-RMS ensemble probabilistic precipitation forecasts. Mon. Wea. Re v . 126 , 711 – 724 .
Search in Google Scholar Back to article
Harrison , M. and Richardson , D . 1997 . Developments in ensemble forecasting at UKMO . Expert meeting on ensemble prediction system. Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK, 78 - 80 .
Search in Google Scholar Back to article
Hayashi , Y . 1986 . Statistical interpretations of ensemble-time mean predictability . J. Meteor. Soc. Japan 64 , 167 – 181 .
Search in Google Scholar Back to article
Houtekamer , P. , Lefaivre , L. , Derone , J. , Ritchie , H. and Mitchell , H . 1996 . A system simulation approach to ensemble prediction. Mon. Wea. Rev. 124 , 1225 - 1242. Klein , W. H. , Lewis , B. M. and Enger , I. 1959. Objective prediction of five-day mean temperatures during winter . J. Meteor . 16 , 672 – 682 .
Search in Google Scholar Back to article
Leith , C . 1974 . Theoretical skill of Monte Carlo forecasts. Mon. Wea. Re v . 102 , 409 – 418 .
Search in Google Scholar Back to article
Leith , C . 1983 . Large-scale dynamical processes in the atmosphere . chapter: Predictability in theory and prac-tice. Academic Press, N.Y.
Search in Google Scholar Back to article
Lorenz , E . 1963 . Deterministic nonperiodic flow. J. Atmos. Sc i . 20 , 130 – 141 .
Search in Google Scholar Back to article
Mason , I . 1982 . A model for assessment of weather forecasts . Aus. Met. Mag . 30 , 291 – 303 .
Search in Google Scholar Back to article
Molteni , F. , Buizza , R. , Palmer , T. and Petroliagis , T . 1996 . The ECMWF ensemble prediction system: methodology and validation . Q. J. R. Meteorol. Soc . 122 , 73 – 119 .
Search in Google Scholar Back to article
Molteni , F. and Palmer , T . 1993 . Predictability and finite-time instability of the northern winter circulation . Q. J. R. Meteorol. Soc . 119 , 269 – 298 .
Search in Google Scholar Back to article
Murphy , A . 1993 . What is a good forecast? An essay on the nature of goodness in weather forecasting . Wea. Forecasting 8 , 281 – 293 .
Search in Google Scholar Back to article
Murphy , A. and Katz , R . 1985 . Probability , statistics , and decision making in atmospheric sciences. Westview , Boulder .
Search in Google Scholar Back to article
Palmer , T. , Molteni , F. , Mureau , R. , Buizza , R. , Chape-let , P. and Tribbia , J . 1992 . Ensemble prediction. Tech-nical report, Research Department Tech. Memo. No. 188. Available from ECMWF, Shinfield Park, Reading RG2 9AX, UK.
Search in Google Scholar Back to article
Pitcher , E . 1977 . Application of stochastic dynamic pre-diction to real data. J. Atmos. Sc i . 34 , 3 – 21 .
Search in Google Scholar Back to article
Press , W. , Teukolsky , S. , Vetterling , W. and Flannery , B . 1992 . Numerical recipes ( 2nd edition ). Cambridge University Press.
Search in Google Scholar Back to article
Rabier , F. , Klinker , E. , Courtier , P. and Hollings-worth , A . 1996 . Sensitivity of forecast errors to initial conditions. Q. J. R. Meteorol. Soc . 122 , 121 - 150.
Search in Google Scholar Back to article
Sivillo , J. , Ahlquist , J. and Toth , Z. 1997 . An ensemble forecasting primer. Wea. Forecasting 12 , 809 - 818.
Search in Google Scholar Back to article
Smith , L. 1996 . Accountability and error in ensemble forecasting . In: ECMWF ( 1996 ).
Search in Google Scholar Back to article
Smith , L. and Gilmour , I . 1998 . Accountability and internal consistency in ensemble formation . In: ECMWF (1998).
Search in Google Scholar Back to article
Smith , L. , Ziehmann , C. and Fraedrich , K . 1999 . Uncer-tainty dynamics and predictability in chaotic systems . Q. J. R. Meteorol. Soc . 125 , 2855 – 2886 .
Search in Google Scholar Back to article
Stanski , H. , Wilson , L. and Burrows , W . 1989 . Survey of common verification methods in meteorology . World Meteorological Organization , World Weather Watch , Technical Report No . 8 .
Search in Google Scholar Back to article
Talagrand , O. , Vautard , R. and Strauss , B. 1998 . Evaluation of probabilistic prediction systems . In: ECMWF (1998).
Search in Google Scholar Back to article
Toth , Z. and Kalnay , E . 1993 . Ensemble forecasting at NMC: the generation of perturbations . Bull. Am. Meteorol. Soc . 74 , 2317 – 2330 .
Search in Google Scholar Back to article
Toth , Z. , Kalney , E. , Tracton , M. , Wobus , R. and Irving , J . 1997 . A synoptic evaluation of the NCEP ensemble . Wea. Forecasting 12 , 140 – 153 .
Search in Google Scholar Back to article
Wilks , D. S . 1995 . Statistical methods in atmospheric sciences . Academic Press , San Diego .
Search in Google Scholar Back to article
Wilson , L. J. , Burrows , W. and Lanzinger , A . 1999 . A strategy for verification of weather element forecasts from ensemble prediction systems. Mon. Wea. Re v . 127 , 956 – 970 .
Search in Google Scholar Back to article