Data Assimilation with Machine Learning Surrogate Models: A Case Study with FourCastNet

Melissa Adrian, Daniel Sanz-Alonso, Rebecca Willett

Modern data-driven surrogate models for weather forecasting provide accurate short-term predictions but inaccurate and nonphysical long-term forecasts. This paper investigates onli…