Wang Chenxi. Experiments of short-range ensemble precipitation probability forecasts. J Appl Meteor Sci, 2005, 16(1): 78-88.
Citation: Wang Chenxi. Experiments of short-range ensemble precipitation probability forecasts. J Appl Meteor Sci, 2005, 16(1): 78-88.

EXPERIMENTS OF SHORT-RANGE ENSEMBLE PRECIPITATION PROBABILITY FORECASTS

  • Received Date: 2003-07-04
  • Rev Recd Date: 2004-07-12
  • Publish Date: 2005-02-28
  • In order to obtain useful information and create probability forecasts from ensemble, experiments of short-range ensemble precipitation probability forecasts are made for 22 precipitation cases from November 2001 to May 2002. The ensemble is created by using MM5 model configuration with different model physical process parameterization schemes and identical initial conditions. There are 8 ensemble members. Precipitation probability forecasts are created from the ensemble by using the methods of "Average", "Correlation" and "Rank". Calculations of ranked probability score (RPS), Brier score (BS) and relative operating characteristic (ROC) indicate that, for the synthetic effect of all precipitation categories' probability forecasts, "Rank" is much better than "Correlation" and "Average", and "Correlation" is almost same as "Average". For the average effect of every precipitation category's probability forecasts, "Rank" is also the best among the three methods, and "Correlation" is same as "Average". The average BS difference between "Rank" and "Average" is large and the average ROC square difference between the two methods is small. Averagely, the three methods' probability forecasts are all skillful for all precipitation categories. The skill of probability forecast for small precipitation category is higher than the skill large precipitation category.
  • [1]
    Lorenz E N. Deterministic nonperiodic flow. J Atmos Sci, 1963, 20:130-141. doi:  10.1175/1520-0469(1963)020<0130:DNF>2.0.CO;2
    [2]
    Toth Z, Kalnay E. Ensemble forecasting at NCEP and the breeding method. Mon Wea Rev, 1997, 125:3297-3319. doi:  10.1175/1520-0493(1997)125<3297:EFANAT>2.0.CO;2
    [3]
    Hersbach H, Mureau R, Opsteegh J D, et al. A short-range ensemble predictionsystem for the European area. Mon Wea Rev, 2000, 128:3501-3519. doi:  10.1175/1520-0493(2000)128<3501:ASRTEM>2.0.CO;2
    [4]
    Mullen S L, Buizza R. Quantitative precipitation forecasts over the United States by the ECMWF ensemble prediction system. Mon Wea Rev, 2001, 129:638-663. doi:  10.1175/1520-0493(2001)129<0638:QPFOTU>2.0.CO;2
    [5]
    Wandishin M S, Mullen S L, Stensrud D J, et al. Evaluation of a short-range multimodel ensemble system. Mon Wea Rev, 2001, 129:729-747. doi:  10.1175/1520-0493(2001)129<0729:EOASRM>2.0.CO;2
    [6]
    Du J, Mullen S L, Sanders F. Short-range ensemble forecasting (SREF) of quantitative precipitation. Mon Wea Rev, 1997, 125:2427-2459. doi:  10.1175/1520-0493(1997)125<2427:SREFOQ>2.0.CO;2
    [7]
    Stensrud D J, Bao J W, Warner T T. Using initial condition and model physics perturbations in short-range ensemble simulations of mesoscale convective systems. Mon Wea Rev, 2000, 128:2077-2107. doi:  10.1175/1520-0493(2000)128<2077:UICAMP>2.0.CO;2
    [8]
    Ebert E E. Ability of a poor man's ensemble to predict the probability and distribution of precipitation. Mon Wea Rev, 2001, 129:2461-2480. doi:  10.1175/1520-0493(2001)129<2461:AOAPMS>2.0.CO;2
    [9]
    Hamill T M, Colucci S J. Evaluation of Eta-RSM ensemble probabilistic precipitation forecasts. Mon Wea Rev, 1998, 126:711-724. doi:  10.1175/1520-0493(1998)126<0711:EOEREP>2.0.CO;2
    [10]
    Hamill T M, Colucci S J. Verification of Eta-RSM short-range ensemble forecasts. Mon Wea Rev, 1997, 125:1312-1327. doi:  10.1175/1520-0493(1997)125<1312:VOERSR>2.0.CO;2
  • 加载中
  • -->

Catalog

    Figures(1)  / Tables(5)

    Article views (3708) PDF downloads(1948) Cited by()
    • Received : 2003-07-04
    • Accepted : 2004-07-12
    • Published : 2005-02-28

    /

    DownLoad:  Full-Size Img  PowerPoint