Strategies for nested and eddy-permitting state estimation

[1] Both ocean process and prediction studies increasingly rely on state estimation (i.e., data assimilation) to provide the most complete representation of how the ocean circulates. This study applies the formalism and methodology of state estimation, recently developed for the global, coarse-resol...

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Main Authors: Geoffrey Gebbie, Patrick Heimbach, Carl Wunsch
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.389.5824
http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.389.5824 2023-05-15T17:29:45+02:00 Strategies for nested and eddy-permitting state estimation Geoffrey Gebbie Patrick Heimbach Carl Wunsch The Pennsylvania State University CiteSeerX Archives application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.389.5824 http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.389.5824 http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf text ftciteseerx 2016-09-18T00:42:24Z [1] Both ocean process and prediction studies increasingly rely on state estimation (i.e., data assimilation) to provide the most complete representation of how the ocean circulates. This study applies the formalism and methodology of state estimation, recently developed for the global, coarse-resolution problem, to eddy-permitting state estimation in regional domains. Two major challenges exist for a state estimate that is nested inside a global state estimate: (1) estimation of open-boundary conditions consistent with information interior and exterior to the regional domain and (2) estimation with the higher-resolution models of regional studies. Here a least squares cost function defines the problem of minimizing the misfit between a North Atlantic regional general circulation model and actual observations, including those of the Subduction Experiment. A first experiment, using a novel ‘‘multiscale’ ’ method to constrain the large-scale regional circulation, shows that the use of the adjoint of both an eddy-permitting model and its coarse-resolution twin leads to a solution of the least squares problem in a computationally practical way. Therefore no fundamental obstacle exists to constraining the large-scale regional circulation nested within a global circulation. A second experiment in the North Atlantic shows that the model circulation can be constrained to the full observational signal, including eddy variability, as observed at selected point locations. Both experiments in this study produce eddy-permitting state estimates which are exactly self-consistent with the equations of motion as embodied by a general circulation model. Therefore dynamical balances can be diagnosed and easily interpreted; in particular, a companion paper uses the state estimates to determine eddy subduction rates in the North Atlantic. Text North Atlantic Unknown
institution Open Polar
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description [1] Both ocean process and prediction studies increasingly rely on state estimation (i.e., data assimilation) to provide the most complete representation of how the ocean circulates. This study applies the formalism and methodology of state estimation, recently developed for the global, coarse-resolution problem, to eddy-permitting state estimation in regional domains. Two major challenges exist for a state estimate that is nested inside a global state estimate: (1) estimation of open-boundary conditions consistent with information interior and exterior to the regional domain and (2) estimation with the higher-resolution models of regional studies. Here a least squares cost function defines the problem of minimizing the misfit between a North Atlantic regional general circulation model and actual observations, including those of the Subduction Experiment. A first experiment, using a novel ‘‘multiscale’ ’ method to constrain the large-scale regional circulation, shows that the use of the adjoint of both an eddy-permitting model and its coarse-resolution twin leads to a solution of the least squares problem in a computationally practical way. Therefore no fundamental obstacle exists to constraining the large-scale regional circulation nested within a global circulation. A second experiment in the North Atlantic shows that the model circulation can be constrained to the full observational signal, including eddy variability, as observed at selected point locations. Both experiments in this study produce eddy-permitting state estimates which are exactly self-consistent with the equations of motion as embodied by a general circulation model. Therefore dynamical balances can be diagnosed and easily interpreted; in particular, a companion paper uses the state estimates to determine eddy subduction rates in the North Atlantic.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Geoffrey Gebbie
Patrick Heimbach
Carl Wunsch
spellingShingle Geoffrey Gebbie
Patrick Heimbach
Carl Wunsch
Strategies for nested and eddy-permitting state estimation
author_facet Geoffrey Gebbie
Patrick Heimbach
Carl Wunsch
author_sort Geoffrey Gebbie
title Strategies for nested and eddy-permitting state estimation
title_short Strategies for nested and eddy-permitting state estimation
title_full Strategies for nested and eddy-permitting state estimation
title_fullStr Strategies for nested and eddy-permitting state estimation
title_full_unstemmed Strategies for nested and eddy-permitting state estimation
title_sort strategies for nested and eddy-permitting state estimation
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.389.5824
http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf
genre North Atlantic
genre_facet North Atlantic
op_source http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.389.5824
http://ocean.mit.edu/~cwunsch/papersonline/gebbie_heimbach_wunsch2006.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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