Cloud-to-Ground lightning nowcasting using Machine Learning

Alice La Fata,Federico Amato,Marina Bernardi,Mirko D'Andrea,Renato Procopio,Elisabetta Fiori

2021 35th International Conference on Lightning Protection (ICLP) and XVI International Symposium on Lightning Protection (SIPDA)（2021）

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摘要

This paper discusses the use of Random Forest (RF), a popular Machine Learning (ML) algorithm, to perform spatially explicit nowcasting of cloud-to-ground lightning occurrence. An application to the Italian territory and the surrounding seas is then presented. Specifically, a dataset including eighteen geo-environmental features has been used to forecast 1-hour ahead lightning occurrence over a th...

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关键词

Radio frequency,Machine learning algorithms,Lightning protection,Forestry,Risk management,Forecasting,Random forests

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