41 citations · 41 across the 1 of their papers we have counts for
4 papers
Calibration and Uncertainty Quantification of Convective Parameters in an Idealized GCM
Oliver R. A. Dunbar, Alfredo Garbuno-Inigo, Tapio Schneider +1
Parameters in climate models are usually calibrated manually, exploiting only small subsets of the available data. This precludes both optimal calibration and quantification of unc…
Ensemble Kalman Inversion for Sparse Learning of Dynamical Systems from Time-Averaged Data
Tapio Schneider, Andrew M. Stuart, Jin-Long Wu
Enforcing sparse structure within learning has led to significant advances in the field of data-driven discovery of dynamical systems. However, such methods require access not only…
Calibrate, Emulate, Sample
Emmet Cleary, Alfredo Garbuno-Inigo, Shiwei Lan +2
Many parameter estimation problems arising in applications are best cast in the framework of Bayesian inversion. This allows not only for an estimate of the parameters, but also fo…
Why Eddy Momentum Fluxes are Concentrated in the Upper Troposphere
Farid Ait-Chaalal, Tapio Schneider
The extratropical eddy momentum flux (EMF) is controlled by generation, propagation, and dissipation of large-scale eddies and is concentrated in Earth's upper troposphere. An idea…