• Partial analysis increments as diagnostic for LETKF data assimilation systems 

      Diefenbach, TheresaORCIDiD; Craig, GeorgeORCIDiD; Keil, ChristianORCIDiD; Scheck, LeonhardORCIDiD; Weissmann, MartinORCIDiD (Quarterly Journal of the Royal Meteorological Society, 2023-04-03)
      Abstract

      Local ensemble transform Kalman filters (LETKFs) allow explicit calculation of the Kalman ...

    • WeatherBench: A Benchmark Data Set for Data-Driven Weather Forecasting 

      Rasp, StephanORCIDiD; Dueben, Peter D.ORCIDiD; Scher, SebastianORCIDiD; Weyn, Jonathan A.ORCIDiD; Mouatadid, SoukaynaORCIDiD; Thuerey, NilsORCIDiD (Journal of Advances in Modeling Earth Systems, 2020)
      Data-driven approaches, most prominently deep learning, have become powerful tools for prediction in many domains. A natural question to ask is whether data-driven methods could also be used to predict global weather ...