What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?

Current projections of the oceanic response to anthropogenic climate forcings are uncertain. Two key sources of these uncertainties are (1) structural errors in current Earth system models and (2) imperfect knowledge of model parameters. Ocean tracer observations have the potential to reduce these u...

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Main Authors: Schmittner, Andreas, Tonkonojenkov, Roman, Urban, Nathan M., Goes, Marlos, Haran, Murali, Keller, Klaus
Other Authors: College of Oceanic and Atmospheric Sciences
Format: Article in Journal/Newspaper
Language:English
unknown
Published: American Geophysical Union
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Online Access:https://ir.library.oregonstate.edu/concern/articles/ms35tf397
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spelling ftoregonstate:ir.library.oregonstate.edu:ms35tf397 2024-09-15T18:37:08+00:00 What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation? Schmittner, Andreas Tonkonojenkov, Roman Urban, Nathan M. Goes, Marlos Haran, Murali Keller, Klaus College of Oceanic and Atmospheric Sciences https://ir.library.oregonstate.edu/concern/articles/ms35tf397 English [eng] eng unknown American Geophysical Union https://ir.library.oregonstate.edu/concern/articles/ms35tf397 In Copyright Article ftoregonstate 2024-07-22T18:06:03Z Current projections of the oceanic response to anthropogenic climate forcings are uncertain. Two key sources of these uncertainties are (1) structural errors in current Earth system models and (2) imperfect knowledge of model parameters. Ocean tracer observations have the potential to reduce these uncertainties. Previous studies typically consider each tracer separately, neglect potentially important statistical properties of the system, or use methods that impose rather daunting computational demands. Here we extend and improve upon a recently developed approach using horizontally averaged vertical profiles of chlorofluorocarbon (CFC-11), radiocarbon (Δ14C), and temperature (T) observations to reduce model parametric and structural uncertainties. Our method estimates a joint probability density function, which considers cross-tracer correlations and spatial autocorrelations of the errors. We illustrate this method by estimating two model parameters related to the vertical diffusivity, the background vertical diffusivity, and the upper Southern Ocean mixing. We show that enhancing the upper Southern Ocean mixing in the model improves the representations of ocean tracers and improves the hindcasts of the Atlantic Meridional Overturning Circulation (AMOC). The most probable value of the background vertical diffusivity in the pelagic pycnocline is between 0.1 and 0.2 cm2 s−1. According to the statistical method, observations of Δ14C reduce the uncertainty about the background vertical diffusivity mostly followed by CFC-11 and T. Using all three tracers jointly reduces the model uncertainty by 40%, more than each tracer individually. Given several important caveats, we illustrate how the reduced model parametric uncertainty improves probabilistic projections of the AMOC. Keywords: Bayesian analysis, climate projections, ocean tracers, Meridional Overturning Circulation Keywords: Bayesian analysis, climate projections, ocean tracers, Meridional Overturning Circulation Article in Journal/Newspaper Southern Ocean ScholarsArchive@OSU (Oregon State University)
institution Open Polar
collection ScholarsArchive@OSU (Oregon State University)
op_collection_id ftoregonstate
language English
unknown
description Current projections of the oceanic response to anthropogenic climate forcings are uncertain. Two key sources of these uncertainties are (1) structural errors in current Earth system models and (2) imperfect knowledge of model parameters. Ocean tracer observations have the potential to reduce these uncertainties. Previous studies typically consider each tracer separately, neglect potentially important statistical properties of the system, or use methods that impose rather daunting computational demands. Here we extend and improve upon a recently developed approach using horizontally averaged vertical profiles of chlorofluorocarbon (CFC-11), radiocarbon (Δ14C), and temperature (T) observations to reduce model parametric and structural uncertainties. Our method estimates a joint probability density function, which considers cross-tracer correlations and spatial autocorrelations of the errors. We illustrate this method by estimating two model parameters related to the vertical diffusivity, the background vertical diffusivity, and the upper Southern Ocean mixing. We show that enhancing the upper Southern Ocean mixing in the model improves the representations of ocean tracers and improves the hindcasts of the Atlantic Meridional Overturning Circulation (AMOC). The most probable value of the background vertical diffusivity in the pelagic pycnocline is between 0.1 and 0.2 cm2 s−1. According to the statistical method, observations of Δ14C reduce the uncertainty about the background vertical diffusivity mostly followed by CFC-11 and T. Using all three tracers jointly reduces the model uncertainty by 40%, more than each tracer individually. Given several important caveats, we illustrate how the reduced model parametric uncertainty improves probabilistic projections of the AMOC. Keywords: Bayesian analysis, climate projections, ocean tracers, Meridional Overturning Circulation Keywords: Bayesian analysis, climate projections, ocean tracers, Meridional Overturning Circulation
author2 College of Oceanic and Atmospheric Sciences
format Article in Journal/Newspaper
author Schmittner, Andreas
Tonkonojenkov, Roman
Urban, Nathan M.
Goes, Marlos
Haran, Murali
Keller, Klaus
spellingShingle Schmittner, Andreas
Tonkonojenkov, Roman
Urban, Nathan M.
Goes, Marlos
Haran, Murali
Keller, Klaus
What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
author_facet Schmittner, Andreas
Tonkonojenkov, Roman
Urban, Nathan M.
Goes, Marlos
Haran, Murali
Keller, Klaus
author_sort Schmittner, Andreas
title What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
title_short What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
title_full What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
title_fullStr What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
title_full_unstemmed What is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the Atlantic Meridional Overturning Circulation?
title_sort what is the skill of ocean tracers in reducing uncertainties about ocean diapycnal mixing and projections of the atlantic meridional overturning circulation?
publisher American Geophysical Union
url https://ir.library.oregonstate.edu/concern/articles/ms35tf397
genre Southern Ocean
genre_facet Southern Ocean
op_relation https://ir.library.oregonstate.edu/concern/articles/ms35tf397
op_rights In Copyright
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