M. Roantree

How Ocean Thermal Structure and Atmospheric Steering Govern Typhoon Evolution: Evidence from Interpretable Machine Learning

Reliable typhoon forecasting demands both predictive accuracy and physical transparency. This study develops a tree-based framework for simultaneous multi-step prediction of typhoon trajectory and intensity in Western North Pacific (WNP), and applies SHapley additive explanations (SHAP) to quantify the contribution o...