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An Objective Track Similarity Index and Its Preliminary Application to Predicting Precipitation of Landfalling Tropical Cyclones

机译:客观轨道相似指数及其初步应用预测着陆热带气旋降落

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摘要

Combining dynamical model output and statistical information in historical observations is an innovative approach to predicting severe or extreme weather. In this study, in order to examine a dynamical-statistical method for precipitation forecasting of landfalling tropical cyclones (TC), an objective TC track similarity area index (TSAI) is developed. TSAI represents an area of the enclosed scope surrounded by two TC tracks and two line segments connecting the initiating and ending points of the two tracks. The smaller the TSAI value, the greater the similarity of the two TC tracks, where a value of 0 indicates that the two tracks overlap completely. The TSAI is then preliminarily applied to a precipitation forecast test of landfalling TCs over South China. Given the considerable progress made in TC track forecasting over past few decades, TC track forecast products are also used. Through this test, a track-similarity-based landfalling TC precipitation dynamical-statistical ensemble forecast (LTP_DSEF) model is established, which consists of four steps: adopting the predicted TC track, determining the TC track similarity, checking the seasonal similarity, and making an ensemble prediction. Its application to the precipitation forecasts of landfalling TCs over South China reveals that the LTP_DSEF model is superior to three numerical weather prediction models (i.e., ECMWF, GFS, and T639/China), especially for intense precipitation at large thresholds (i.e., 100 or 250 mm) in both the training (2012-14) and independent (2015-16) samples.
机译:在历史观察中结合动态模型输出和统计信息是一种创新方法,可以预测严重或极端天气。在这项研究中,为了检测登陆热带气旋(TC)降水预测的动态统计方法,开发了一种客观的TC轨道相似度区域指数(TSAI)。 Tsai代表由两个TC轨道包围的封闭范围的区域和连接两条轨道的启动和结束点的两条线段。 TSAI值越小,两个TC轨道的相似性越大,其中值为0表示两条轨道完全重叠。然后将TSAI初步应用于南方地区土港土地的降水预测试验。鉴于过去几十年的TC跟踪预测所取得的相当大,也使用了TC轨道预测产品。通过该测试,建立了一种基于轨道相似性的轨道降水动态统计统计集合预测(LTP_DSEF)模型,由四个步骤组成:采用预测的TC轨道,确定TC轨道相似度,检查季节性相似度,以及制作一个集合预测。其在华南地区登陆TCS降水预测揭示了LTP_DSEF模型优于三种数值天气预报模型(即ECMWF,GFS和T639 /中国),特别是对于大阈值的强烈降水(即100或250 mm)在培训(2012-14)和独立(2015-16)样本中。

著录项

  • 来源
    《Weather and forecasting》 |2018年第6期|共18页
  • 作者单位

    Chinese Acad Meteorol Sci State Key Lab Severe Weather Beijing Peoples R China;

    Chinese Acad Meteorol Sci State Key Lab Severe Weather Beijing Peoples R China;

    Chinese Acad Meteorol Sci State Key Lab Severe Weather Beijing Peoples R China;

    Chinese Acad Meteorol Sci State Key Lab Severe Weather Beijing Peoples R China;

    Nanjing Univ Informat Sci &

    Technol Minist Educ Key Lab Meteorol Disaster Nanjing Jiangsu Peoples R China;

    Natl Typhoon &

    Marine Weather Forecast Ctr Beijing Peoples R China;

    Chinese Acad Meteorol Sci State Key Lab Severe Weather Beijing Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 大气科学(气象学);
  • 关键词

    Tropical cyclones; Ensembles; Forecasting techniques;

    机译:热带气旋;合奏;预测技术;
  • 入库时间 2022-08-20 07:50:12

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