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Subgrid-Scale Parameterization with Conditional Markov Chains
Publisher: American Meteorological Society
Abstract: A new approach is proposed for stochastic parameterization of subgrid-scale processes in models of atmospheric or oceanic circulation. The new approach relies on two key ingredients: first, the unresolved processes are ...
Data Assimilation in the Low Noise Regime with Application to the Kuroshio
Publisher: American Meteorological Society
Abstract: nline data assimilation techniques such as ensemble Kalman filters and particle filters lose accuracy dramatically when presented with an unlikely observation. Such an observation may be caused by an unusually large ...
Low-Order Stochastic Mode Reduction for a Realistic Barotropic Model Climate
Publisher: American Meteorological Society
Abstract: This study applies a systematic strategy for stochastic modeling of atmospheric low-frequency variability to a realistic barotropic model climate. This barotropic model climate has reasonable approximations of the Arctic ...