2 papers
physics.ao-ph2026
Evaluating Explainable AI Methods for Geoscientific Regression: Insights from Applications and the Lorenz-63 System
Ieuan Higgs, Todd Jones, Kieran Hunt +1
As artificial intelligence (AI) systems transition from research prototypes to operational tools in Earth system science and forecasting, establishing trust in their predictions be…
cs.LG2023
Do AI models produce better weather forecasts than physics-based models? A quantitative evaluation case study of Storm Ciarán
Andrew J. Charlton-Perez, Helen F. Dacre, Simon Driscoll +8
There has been huge recent interest in the potential of making operational weather forecasts using machine learning techniques. As they become a part of the weather forecasting too…