STOCHASTIC SIMULATION OF TROPICAL CYCLONE TRACKS IN TH NORTHWEST PACIFIC REGION WITH CLASSIFICATION MODEL

被引:0
|
作者
Huang Wen-feng [1 ]
Liu Da-wei [1 ]
Shao Meng-kai [1 ]
机构
[1] Hefei Univ Technol, Sch Civil & Hydraul Engn, Hefei 230009, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
classification model; genesis model; lysis model; traveling model; tropical cyclone track; TYPHOON WIND HAZARD; CROSS-VALIDATION; HURRICANE RISK;
D O I
10.16555/j.1006-8775.2020.005
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Accurate simulation of tropical cyclone tracks is a prerequisite for tropical cyclone risk assessment. Against the spatial characteristics of tropical cyclone tracks in the Northwest Pacific region, stochastic simulation method based on classification model is used to simulate tropical cyclone tracks in this region. Such simulation includes the classification method, the genesis model, the traveling model, and the lysis model. Tropical cyclone tracks in the Northwest Pacific region are classified into five categories on the basis of its movement characteristics and steering positions. In the genesis model, Gaussian kernel probability density functions with the biased cross validation method are used to simulate the annual occurrence number and genesis positions. The traveling model is established on the basis of the mean and mean square error of the historical 6h latitude and longitude displacements. The termination probability is used as the discrimination standard in the lysis model. Then, this stochastic simulation method of tropical cyclone tracks is applied and qualitatively evaluated with different diagnostics. Results show that the tropical cyclone tracks in Northwest Pacific can be satisfactorily simulated with this classification model.
引用
收藏
页码:47 / 56
页数:10
相关论文
共 50 条
  • [41] Relationship between tropical cyclone activities in the Northwest Pacific area and the summer monsoon rainfall in the Northeast Asian region
    Ki-Seon Choi
    Yu-Mi Cha
    Sung-Dae Kang
    Hae-Dong Kim
    Theoretical and Applied Climatology, 2015, 121 : 279 - 288
  • [42] Relationship between tropical cyclone activities in the Northwest Pacific area and the summer monsoon rainfall in the Northeast Asian region
    Choi, Ki-Seon
    Cha, Yu-Mi
    Kang, Sung-Dae
    Kim, Hae-Dong
    THEORETICAL AND APPLIED CLIMATOLOGY, 2015, 121 (1-2) : 279 - 288
  • [43] Impacts of central Pacific and eastern Pacific El Ninos on tropical cyclone tracks over the western North Pacific
    Hong, Chi-Cherng
    Li, Yuan-Hsing
    Li, Tim
    Lee, Ming-Ying
    GEOPHYSICAL RESEARCH LETTERS, 2011, 38
  • [44] A Novel Deep Learning Model by BiGRU with Attention Mechanism for Tropical Cyclone Track Prediction in the Northwest Pacific
    Song, Tao
    Li, Ying
    Meng, Fan
    Xie, Pengfei
    Xu, Danya
    JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2022, 61 (01) : 3 - 12
  • [45] PREDICTION OF FUTURE TROPICAL CYCLONE CHARACTERISTICS USING GLOBAL STOCHASTIC TROPICAL CYCLONE MODEL
    Nakajo, Sota
    Mori, Nobuhito
    Yasuda, Tomohiro
    Mase, Hajime
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON APAC 2011, 2012,
  • [46] Tropical cyclone footprint in the ocean mixed layer observed by Argo in the Northwest Pacific
    Fu, HongLi
    Wang, Xidong
    Chu, Peter C.
    Zhang, Xuefeng
    Han, Guijun
    Li, Wei
    JOURNAL OF GEOPHYSICAL RESEARCH-OCEANS, 2014, 119 (11) : 8078 - 8092
  • [47] Typhoon complexity: Northwest Pacific tropical cyclone season complex systems analysis
    Roca-Flores, Elio
    Naumis, Gerardo G.
    Madrigal-Solis, Erick
    Fraedrich, Klaus
    INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2023, 34 (04):
  • [48] A METHOD OF RAPID CLASSIFICATION OF TROPICAL CYCLONE TRACKS OVER CHINA AND ITS APPLICATION
    刘寅
    陈小宇
    赵虹
    赵泉钦
    张道远
    费松
    Journal of Tropical Meteorology, 2018, 24 (02) : 131 - 141
  • [49] Relationship between lightning activity and tropical cyclone intensity over the northwest Pacific
    Zhang, Wenjuan
    Zhang, Yijun
    Zheng, Dong
    Wang, Fei
    Xu, Liangtao
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2015, 120 (09) : 4072 - 4089
  • [50] A METHOD OF RAPID CLASSIFICATION OF TROPICAL CYCLONE TRACKS OVER CHINA AND ITS APPLICATION
    Liu Yin
    Chen Xiao-yu
    Zhao Hong
    Zhao Quan-qin
    Zhang Dao-yuan
    Fei Song
    JOURNAL OF TROPICAL METEOROLOGY, 2018, 24 (02) : 131 - 141