Dynamical-statistical long-term prediction for tropical cyclone landfalls in East Asia

被引:6
|
作者
Kim, So-Hee [1 ]
Ahn, Joong-Bae [2 ]
Sun, Jianqi [3 ]
机构
[1] Pusan Natl Univ, BK21 Sch Earth & Environm Syst, Dept Atmospher Sci, Busan, South Korea
[2] Pusan Natl Univ, Dept Atmospher Sci, 2 Busandaehak Ro 63Beon Gil, Busan, South Korea
[3] Chinese Acad Sci, Nansen Zhu Int Res Ctr NZC, Inst Atmospher Phys, Beijing, Peoples R China
关键词
CGCM; seasonal prediction; statistical-dynamical model; tropical cyclones (TCs); typhoons landfall; WESTERN NORTH PACIFIC; SEASONAL FORECAST; CLIMATE PREDICTION; MODEL; TEMPERATURE; ATLANTIC; MONSOON; PREDICTABILITY; FREQUENCY; VICINITY;
D O I
10.1002/joc.7382
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
This study develops a statistical-dynamical seasonal typhoon forecast model (SDTFM) that utilizes the statistical correlation between East Asia (EA) tropical cyclone (TC) landfall and atmospheric circulation predicted by a coupled general circulation model for seasonal prediction and its predictability is verified. A total of 40 ensemble members produced through different data assimilation and time-lag methods introduced as a way to reduce the initial condition error and model uncertainty enabled the development of the new SDTFM. According to the results, the SDTFM developed in this study showed significant predictability in TC landfall prediction when using the month of May for the initial conditions for the entire East Asia (EEA) and its three sub-domains: Northern East Asia (NEA), Middle East Asia (MEA), and Southern East Asia (SEA). The predicted TC season is July-September (JAS), and only for SEA, including South China, the Philippines, and Vietnam, it is July-November (JASON) considering the relatively long landfall period. The models developed for each domain significantly predict the interannual variability of TC landfall at the 99% confidence level. The cross-validated results are still significant at the 99% confidence level in NEA and SEA and the 95% confidence level in MEA and EEA.
引用
收藏
页码:2586 / 2600
页数:15
相关论文
共 50 条
  • [21] Evaluation of long-term trends in tropical cyclone intensity forecasts
    DeMaria, M.
    Knaff, J. A.
    Sampson, C.
    METEOROLOGY AND ATMOSPHERIC PHYSICS, 2007, 97 (1-4) : 19 - 28
  • [22] Hybrid Dynamical-Statistical Forecasts of the Risk of Rainfall in Southeast Asia Dependent on Equatorial Waves
    Ferrett, Samantha
    Methven, John
    Woolnough, Steven J.
    Yang, Gui-ying
    Holloway, Christopher E.
    Wolf, Gabriel
    MONTHLY WEATHER REVIEW, 2023, 151 (08) : 2139 - 2152
  • [24] Dynamical-Statistical Prediction of Week-2 Severe Weather for the United States
    Wang, Hui
    Kumar, Arun
    Diawara, Alima
    DeWitt, David
    Gottschalck, Jon
    WEATHER AND FORECASTING, 2021, 36 (01) : 109 - 125
  • [25] An application of the adjoint method to a statistical-dynamical tropical- cyclone prediction model (SD-90) II: Real tropical cyclone cases
    Xiang, J
    Liao, QF
    Huang, SX
    Lan, WR
    Feng, Q
    Zhou, FX
    ADVANCES IN ATMOSPHERIC SCIENCES, 2006, 23 (01) : 118 - 126
  • [26] An Application of the Adjoint Method to a Statistical-Dynamical Tropical-Cyclone Prediction Model (SD-90) II: Real Tropical Cyclone Cases
    项杰
    廖前锋
    黄思训
    兰伟仁
    冯强
    周凤才
    Advances in Atmospheric Sciences, 2006, (01) : 118 - 126
  • [27] An application of the adjoint method to a statistical-dynamical tropical-cyclone prediction model (SD-90) II: Real tropical cyclone cases
    Jie Xiang
    Qianfeng Liao
    Sixun Huang
    Weiren Lan
    Qiang Feng
    Fengcai Zhou
    Advances in Atmospheric Sciences, 2006, 23 : 118 - 126
  • [28] Subseasonal Prediction of Impactful California Winter Weather in a Hybrid Dynamical-Statistical Framework
    Guirguis, Kristen
    Gershunov, Alexander
    Hatchett, Benjamin J.
    Deflorio, Michael J.
    Subramanian, Aneesh C.
    Clemesha, Rachel
    Delle Monache, Luca
    Ralph, F. Martin
    GEOPHYSICAL RESEARCH LETTERS, 2023, 50 (23)
  • [29] STATISTICAL PREDICTION OF TROPICAL CYCLONE MOTION IN THE NORTHWEST OF AUSTRALIA
    LYONS, TJ
    JOYCE, CC
    ARCHIVES FOR METEOROLOGY GEOPHYSICS AND BIOCLIMATOLOGY SERIES B-THEORETICAL AND APPLIED CLIMATOLOGY, 1983, 32 (2-3): : 201 - 218
  • [30] A STATISTICAL-DYNAMICAL MODEL FOR THE PREDICTION OF TROPICAL CYCLONE MOTION IN THE EASTERN NORTH PACIFIC-OCEAN
    LEFTWICH, PW
    BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 1980, 61 (03) : 280 - 280