Abstract: Recent advancements in deep learning have significantly improved multivariate time series forecasting by leveraging powerful modeling techniques. However, the non-stationary nature of time ...

The forecasting skill of numerical weather prediction (NWP) models critically depends on the accurate initial conditions, also known as analysis, provided by data assimilation (DA). Traditional DA ...