The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation

Different oceanic data assimilation products show rather different decadal-scale variability, in particular for the Atlantic meridional overturning circulation (MOC). In order to understand these differences we evaluate the ability of the adjoint technique to reproduce MOC variability using surface...

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Published in:Ocean Modelling
Main Authors: Bruedgam, M., Eden, C., Czeschel, L., Baehr, J.
Format: Article in Journal/Newspaper
Language:English
Published: 2013
Subjects:
Online Access:http://hdl.handle.net/11858/00-001M-0000-0019-D9F6-8
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spelling ftpubman:oai:pure.mpg.de:item_2036906 2023-08-20T04:08:32+02:00 The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation Bruedgam, M. Eden, C. Czeschel, L. Baehr, J. 2013-09 http://hdl.handle.net/11858/00-001M-0000-0019-D9F6-8 eng eng info:eu-repo/semantics/altIdentifier/doi/10.1016/j.ocemod.2013.06.006 http://hdl.handle.net/11858/00-001M-0000-0019-D9F6-8 OCEAN MODELLING info:eu-repo/semantics/article 2013 ftpubman https://doi.org/10.1016/j.ocemod.2013.06.006 2023-08-01T20:33:55Z Different oceanic data assimilation products show rather different decadal-scale variability, in particular for the Atlantic meridional overturning circulation (MOC). In order to understand these differences we evaluate the ability of the adjoint technique to reproduce MOC variability using surface heat flux forcing as the control parameter. We find that in a perfect model framework and for a reasonable weighting the adjoint method is, in principle, successful at reproducing decadal-scale MOC variability if adequate synthetic observations and a priori information of the control parameter are given. Temperature of the upper 1000 m and sea surface height and a priori information about surface heat fluxes contain the most useful information. Using only salinity or only synthetic hydrography below 1000 m, the method fails to converge and to reconstruct MOC variability, given surface heat flux as the only control parameter. In order to provide error bounds for current assimilation products, prescribed artificial errors for a priori control parameter, synthetic observations and initial conditions are introduced systematically to our setup. We find that errors with reasonable magnitude in synthetic observations as well as a priori information of the surface heat fluxes lead to a reconstructed decadal-scale MOC variability with tolerable errors of less than a few percent. Errors in initial conditions lead to a "cold start" problem and can degrade the quality of the MOC reconstruction, but can be damped by sufficient a priori information about the surface forcing in the subsequent integration, even without including the initial conditions as a control parameter. The impact of a model error is analyzed by assimilating synthetic observations from different model configurations, which resembles most likely an underestimation of the "real" model error. Even with this optimistic estimate, the reconstruction is very sensitive to the model error and leads to a large error in the reconstructed MOC variability. Taking all ... Article in Journal/Newspaper North Atlantic Max Planck Society: MPG.PuRe Ocean Modelling 69 166 180
institution Open Polar
collection Max Planck Society: MPG.PuRe
op_collection_id ftpubman
language English
description Different oceanic data assimilation products show rather different decadal-scale variability, in particular for the Atlantic meridional overturning circulation (MOC). In order to understand these differences we evaluate the ability of the adjoint technique to reproduce MOC variability using surface heat flux forcing as the control parameter. We find that in a perfect model framework and for a reasonable weighting the adjoint method is, in principle, successful at reproducing decadal-scale MOC variability if adequate synthetic observations and a priori information of the control parameter are given. Temperature of the upper 1000 m and sea surface height and a priori information about surface heat fluxes contain the most useful information. Using only salinity or only synthetic hydrography below 1000 m, the method fails to converge and to reconstruct MOC variability, given surface heat flux as the only control parameter. In order to provide error bounds for current assimilation products, prescribed artificial errors for a priori control parameter, synthetic observations and initial conditions are introduced systematically to our setup. We find that errors with reasonable magnitude in synthetic observations as well as a priori information of the surface heat fluxes lead to a reconstructed decadal-scale MOC variability with tolerable errors of less than a few percent. Errors in initial conditions lead to a "cold start" problem and can degrade the quality of the MOC reconstruction, but can be damped by sufficient a priori information about the surface forcing in the subsequent integration, even without including the initial conditions as a control parameter. The impact of a model error is analyzed by assimilating synthetic observations from different model configurations, which resembles most likely an underestimation of the "real" model error. Even with this optimistic estimate, the reconstruction is very sensitive to the model error and leads to a large error in the reconstructed MOC variability. Taking all ...
format Article in Journal/Newspaper
author Bruedgam, M.
Eden, C.
Czeschel, L.
Baehr, J.
spellingShingle Bruedgam, M.
Eden, C.
Czeschel, L.
Baehr, J.
The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
author_facet Bruedgam, M.
Eden, C.
Czeschel, L.
Baehr, J.
author_sort Bruedgam, M.
title The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
title_short The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
title_full The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
title_fullStr The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
title_full_unstemmed The ability of the adjoint technique to recover decadal variability of the North Atlantic circulation
title_sort ability of the adjoint technique to recover decadal variability of the north atlantic circulation
publishDate 2013
url http://hdl.handle.net/11858/00-001M-0000-0019-D9F6-8
genre North Atlantic
genre_facet North Atlantic
op_source OCEAN MODELLING
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1016/j.ocemod.2013.06.006
http://hdl.handle.net/11858/00-001M-0000-0019-D9F6-8
op_doi https://doi.org/10.1016/j.ocemod.2013.06.006
container_title Ocean Modelling
container_volume 69
container_start_page 166
op_container_end_page 180
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