南京地區雷暴活動強度潛勢預報
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南京信息工程大學??蒲谢?0080319、公益性行業科研專項GYHY200806014、江蘇省氣象災害重點實驗室開放課題KLME1004、中國氣象科學研究院基本科研業務費專項資金2010Z004、江蘇省高校優勢學科建設工程資助項目(PAPD)資助


Potential Forecast of Thunderstorm Strength in Nanjing
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    摘要:

    利用江蘇省2008、2009和2010年6—8月閃電定位資料對雷暴活動的強度進行了分級,并使用同一時段的探空資料計算了47個代表南京地區環境層結特征的對流參數,利用其與雷暴活動強度的相關性選取預報因子。在此基礎上,采用Bayes分類法和Logistic回歸分析法,結合逐步選擇法進一步篩選預報因子,分別建立了兩種雷暴強度的預報模型。通過檢驗獨立樣本對比分析兩種模型的預報效果,結果表明,Logistic回歸分析法的Hedike 技巧評分為0396,并能識別出30%的強雷暴,而Bayes分類法的Hedike技巧評分為0370,只能識別出5%的強雷暴。Logistic回歸分析法對雷暴強度的潛勢預報具有較好的指示意義。進一步分析進入預報模型的9個對流參數,表明雷暴活動越強時,低層空氣越暖濕,中層空氣越干冷,高低層的風切變越大。

    Abstract:

    In order to improve the validity of thunderstorm strength forecast, the data of lightning location are used to classify the thunderstorm strength from June to August, 2008 to 2010, and the radiosonde data are used to calculate 47 convective parameters to represent the characteristics of the Nanjing thunderstorm environment. The relationships of thunderstorm strength with 47 convective parameters are analyzed respectively. The convection parameters closely related to thunderstorm strength are selected as the forecasting predictors of thunderstorm strength. The Bayesian classification method and Logistic regression analysis are adopted to establish two thunderstorm forecasting models. By use of the testing samples, the forecasting models are tested and compared. The results indicate that the Hedike skill score of the Logistic regression analysis is 0396, can identify 30% of the severe thunderstorm, but that of the Bayesian classification’s is 037, can identify only 5% of the severe thunderstorms. It is obvious that Logistic regression has better indicative significance to thunderstorm potential strength forecast. The analysis of the nine convection parameters used to build the forecasting model, indicates that the stronger the thunderstorm activity, the warmer and moister the air at lower levels, the colder and drier the air at middle levels, the stronger the wind shear between lower and upper levels.

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田琨,郭鳳霞,曾慶峰,龔嘉鏘.南京地區雷暴活動強度潛勢預報[J].氣象科技,2013,41(1):177~183

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  • 收稿日期:2011-09-18
  • 定稿日期:2012-04-05
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  • 在線發布日期: 2013-02-01
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