3 citations · 3 across the 2 of their papers we have counts for
2 papers
physics.ao-ph2025
Arnoldi Singular Vector perturbations for machine learning weather prediction
Jens Winkler, Michael Denhard
Since weather forecasts are fundamentally uncertain, reliable decision making requires information on the likelihoods of future weather scenarios. We explore the sensitivity of mac…
math.DS2022★ 3 cited
Krylov Methods for Adjoint-Free Singular Vector Based Perturbations in Dynamical Systems
Jens Winkler, Michael Denhard, Bernhard A. Schmitt
The estimation of weather forecast uncertainty with ensemble systems requires a careful selection of perturbations to establish a reliable sampling of the error growth potential in…