Dependence of Probabilistic Quantitative Precipitation Forecast Performance on Typhoon Characteristics and Forecast Track Error in Taiwan

Author:

Teng Hsu-Feng1,Done James M.1,Lee Cheng-Shang2,Kuo Ying-Hwa3

Affiliation:

1. National Center for Atmospheric Research, Boulder, Colorado

2. Department of Atmospheric Sciences, National Taiwan University, Taipei, Taiwan

3. National Center for Atmospheric Research, and University Corporation for Atmospheric Research, Boulder, Colorado

Abstract

Abstract This study investigates the probabilistic quantitative precipitation forecast (PQPF) performance of typhoons that affected Taiwan during 2011–16. In this period, a total of 19 typhoons with a land warning issued by the Central Weather Bureau (CWB) are analyzed. The PQPF is calculated using the ensemble precipitation forecast data from the Taiwan Cooperative Precipitation Ensemble Forecast Experiment (TAPEX), and the verification data, verification thresholds, and typhoon characteristics are obtained from the CWB. The overall PQPF performance of TAPEX has an acceptable reliability and discrimination ability, and the higher probability error is distributed at the mountainous area of Taiwan. The PQPF performance is significantly influenced by typhoon characteristics (e.g., typhoon tracks, sizes, and forward speeds). The PQPFs for westward-moving, large, or slow typhoons have higher reliability and discrimination ability, and lower-probability error than those for northward-moving, small, or fast typhoons, except for similar reliability between fast and slow typhoons. Because northward-moving or small typhoons have larger forecast track error, and their PQPF performance is sensitive to the accuracy of the forecast track, a higher probability error occurs than that for westward-moving or large typhoons. Furthermore, because there is no difference in track error between fast and slow typhoons, the larger track spread for slow typhoons increases the rainfall forecast spread and reduces the probability error. The orientation of Taiwan’s topography and the topographic effect also influence and increase the distribution and value of probability error for northward-moving, small, or fast typhoons. In summary, forecast track characteristics are influenced by typhoon characteristics and further affect the PQPF performance.

Funder

National Space Organization - University Corporation for Atmospheric Research

Ministry of Science and Technology, Taiwan

National Taiwan University, Taiwan

Central Weather Bureau, Taiwan

Publisher

American Meteorological Society

Subject

Atmospheric Science

Reference85 articles.

1. A new convective adjustment scheme. Part II: Single column tests using GATE wave, BOMEX, ATEX and arctic air-mass data sets;Betts;Quart. J. Roy. Meteor. Soc.,1986

2. Verification of forecasts expressed in terms of probability;Brier;Mon. Wea. Rev.,1950

3. Impact of model resolution and ensemble size on the performance of an ensemble prediction system;Buizza;Quart. J. Roy. Meteor. Soc.,1998

4. Stochastic representation of model uncertainties in the ECMWF ensemble prediction system;Buizza;Quart. J. Roy. Meteor. Soc.,1999

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