Some aspects of the improvement in skill of numerical weather prediction

被引:370
作者
Simmons, AJ [1 ]
Hollingsworth, A [1 ]
机构
[1] European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
关键词
forecast errors; medium-range weather forecasting; predictability;
D O I
10.1256/003590002321042135
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Recent verification statistics show a considerable improvement in the accuracy of forecasts from three global numerical weather prediction systems. The improvement amounts to about a 1-day gain in predictability of mean-sea-level pressure and 500 hPa height over the last decade in the northern hemisphere, with a similar gain over the last 3 years in the southern hemisphere. Differences between the initial analyses from the three systems have been substantially reduced. Detailed study of the European Centre for Medium-Range Weather Forecasts verifications shows that identifiable improvements in the data assimilation, model and observing systems have significantly increased the accuracy of both short- and medium-range forecasts, although interannual (flow-dependent) variations in error-growth characteristics complicate the picture. The implied r.m.s. error of 500 hPa height analyses has fallen well below the 10 in level typical of radiosonde measurement error. Intrinsic error-doubling times, computed from the divergence of northern hemisphere forecasts started I day apart, exhibit a small overall reduction over the past 10 years at day two and beyond, and a much larger reduction at day one. Error-doubling times for the southern hemisphere have become generally shorter and are now similar to those for the northern hemisphere. One-day forecast errors have been reduced so much in the southern hemisphere that medium-range forecasts for the region have become almost as skilful as those for the northern hemisphere. The approach to saturation of forecast error beyond the 10-day range has been examined for sets of 21-day forecasts. When the systematic (sample-mean) component of the error is subtracted, forecast errors and the differences between successive forecasts both appear to level out near the end of the 2 1-day range at values close to the limit set by the natural level of variance of the atmosphere for the northern hemisphere. A number of features of the model 500 hPa height fields remain quite realistic at the three-week range. The most obvious discrepancy in mean climate is in the Pacific/North-American sector, and variance is too high in the southern hemisphere.
引用
收藏
页码:647 / 677
页数:31
相关论文
共 59 条
  • [1] USE OF CLOUD-CLEARED RADIANCES IN 3-DIMENSIONAL 4-DIMENSIONAL VARIATIONAL DATA ASSIMILATION
    ANDERSSON, E
    PAILLEUX, J
    THEPAUT, JN
    EYRE, JR
    MCNALLY, AP
    KELLY, GA
    COURTIER, P
    [J]. QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 1994, 120 (517) : 627 - 653
  • [2] [Anonymous], P DIAGN MOD DAT ASS
  • [3] [Anonymous], ERA 40 PROJECT REPOR
  • [4] [Anonymous], 2000, 295 ECMWF
  • [5] Observing-system experiments in the ECMWF 4D-Var data assimilation system
    Bouttier, F
    Kelly, G
    [J]. QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2001, 127 (574) : 1469 - 1488
  • [6] BUIZZA R, 1995, J ATMOS SCI, V52, P1434, DOI 10.1175/1520-0469(1995)052<1434:TSVSOT>2.0.CO
  • [7] 2
  • [8] BUIZZA R, 2002, IN PRESS MET APPL
  • [9] Signature of recent climate change in frequencies of natural atmospheric circulation regimes
    Corti, S
    Molteni, F
    Palmer, TN
    [J]. NATURE, 1999, 398 (6730) : 799 - 802
  • [10] Dalcher A., 1987, Tellus, Series A (Dynamic Meteorology and Oceanography), V39A, P474, DOI 10.1111/j.1600-0870.1987.tb00322.x