Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1016/j.atmosres.2020.105093 |
Application of random forest algorithm in hail forecasting over Shandong Peninsula | |
Han Yao, Xiaodong Li, Huaji Pang, Lifang Sheng, Wencai Wang | |
2020-06-08 | |
发表期刊 | Atmospheric Research
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出版年 | 2020 |
英文摘要 | To improve the accuracy of hail forecasting, this study applies the random forest (RF) algorithm in hail identification and prediction in Shandong Peninsula. Hail observation data of 41 meteorological stations in Shandong Peninsula from 1998 to 2013 are used. The hail forecasting model with a 0–6 h range based on the RF algorithm is constructed using the convection index and related physical quantities calculated by the reanalysis data of the European Centre for Medium-Range Weather Forecasts during the same period. The model is built by undersampling within the RF algorithm (balanced RF), and the cross-validation is adopted to select the optimal forecast probability. The cross-validation exhibits high simulation accuracy, stable fitting effect, and small average generalization error. The performance of the balanced RF is tested by the independent data samples from 2014 to 2018, which shows excellent results. A trial report on the weather process on 13 June 2018 shows that the model is effective in identifying hail-fall areas and capable of forecasting all hail stations and the occurrence time of hail disasters. The RF algorithm focuses on thermal factors. The physical meaning of the selected factors is clear and consistent with the subjective prediction. The thresholds of the thermal factors, such as the lifted index, Showalter stability index, and total index, can be utilized as a reference for hailstorm prediction over Shandong Peninsula. |
领域 | 地球科学 |
URL | 查看原文 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/274314 |
专题 | 地球科学 |
推荐引用方式 GB/T 7714 | Han Yao, Xiaodong Li, Huaji Pang, Lifang Sheng, Wencai Wang. Application of random forest algorithm in hail forecasting over Shandong Peninsula[J]. Atmospheric Research,2020. |
APA | Han Yao, Xiaodong Li, Huaji Pang, Lifang Sheng, Wencai Wang.(2020).Application of random forest algorithm in hail forecasting over Shandong Peninsula.Atmospheric Research. |
MLA | Han Yao, Xiaodong Li, Huaji Pang, Lifang Sheng, Wencai Wang."Application of random forest algorithm in hail forecasting over Shandong Peninsula".Atmospheric Research (2020). |
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