Climate Trends of Tropical Cyclone Intensity and Energy Extremes Revealed by Deep Learning

no code implementations • 1 Feb 2024 • Buo-Fu Chen, Boyo Chen, Chun-Min Hsiao, Hsu-Feng Teng, Cheng-Shang Lee, Hung-Chi Kuo

By training with uniquely labeled data integrating best tracks and numerical model analysis of 2004 to 2018 TCs, our model converts multichannel satellite imagery to a 0-750-km wind profile of axisymmetric surface winds.

Total Energy

CNN Profiler on Polar Coordinate Images for Tropical Cyclone Structure Analysis

no code implementations • 28 Oct 2020 • Boyo Chen, Buo-Fu Chen, Chun-Min Hsiao

This study applies CNN on satellite images to create the entire TC structure profiles, covering all the structural parameters.