Assimilation of Cryosat 2 Arctic Sea-Ice Freeboard in an Ensemble of Coupled GEOS5
Assimilation of Cryosat 2 Arctic Sea-Ice Freeboard in an Ensemble of Coupled GEOS5
Abstract:
An ensemble of coupled GEOS5 (ocean, atmosphere and sea-ice) hindcast is used to temporally downscale monthly retrievals of Arctic sea-ice freeboard estimated from Cryosat 2. The downscaling technique uses an asynchronous ensemble Kalman filter to project the observed monthly mean sea-ice freeboard onto the 5 prognostic sea ice thickness categories of the sea-ice model. The analysis is diagnosed by comparing against independent observations of sea-ice thickness, sea-ice fraction, and sea-ice drift within the assimilation window of the study.
The sensitivity of the long range (9 months) forecast to the initialization of sea-ice thickness is also investigated by comparing 2 forecasts initialized with and without observed freeboard.