Influence of inner-core symmetry on tropical cyclone rapid intensification and its forecasting by a machine learning ensemble model

Influence of inner-core symmetry on tropical cyclone rapid intensification and its forecasting by a machine learning ensemble model

This study proposed a novel quantitative index, the Symmetric Ratio, derived from satellite observations to depict Tropical Cyclone (TC) inner-core symmetry. This index is found to be significantly influential in TC Rapid Intensification (RI). We applied four machine learning (ML) models—Decision Tr...

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Bibliographic Details
Main Authors: Jiali Zhang, Qinglan Li, Liguang Wu, Qifeng Qian, Xuyang Ge, Sam Tak Wu Kwong, Yun Zhang, Xinyan Lyu, Guanbo Zhou, Gaozhen Nie, Pak Wai Chan, Wai Kin Wong, Linwei Zhu
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Weather and Climate Extremes
Subjects:
Tropical cyclone
Rapid Intensification
Machine learning
Satellite data
Brightness temperature
Online Access:http://www.sciencedirect.com/science/article/pii/S2212094725000283
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