xinlan-technology/hurricane_wind_radius_analysis: Hurricane Wind Radius Prediction with LSTM and SHAP Analysis

Read full text
Authors: Xin (Shane) Lan
Cited by: 0

Abstract

Code and data for the manuscript "Estimating Tropical Cyclone Outer Wind Radii from Observations and Reanalysis Using an Interpretable Deep Learning Approach". This release includes: LSTM-based deep learning framework for hurricane wind radius (R34) prediction SHAP interpretability analysis for feature importance evaluation Three feature group experiments: ERA5 variables, observation variables, and combined features Hyperparameter search with 5-fold cross-validation

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
6 January 2026