Multi-annual predictability of the Atlantic Meridional Overturning Circulation

Decadal climate predictions have the main feature of being initialized, hence lying midway between initialized seasonal forecasts and forced multi-decadal projections. The North Atlantic is among the few places where decadal variations are considered potentially predictable with an added value of th...

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Main Author: Galeotti, Chiara
Other Authors: Ruggieri, Paolo, Nicolì, Dario, Bellucci, Alessio
Format: Master Thesis
Language:English
Published: Alma Mater Studiorum - Università di Bologna 2021
Subjects:
Online Access:http://amslaurea.unibo.it/23508/
http://amslaurea.unibo.it/23508/1/Tesi_Chiara_Galeotti.pdf
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spelling ftunivbollaurea:oai:amslaurea.cib.unibo.it:23508 2023-05-15T17:06:08+02:00 Multi-annual predictability of the Atlantic Meridional Overturning Circulation Galeotti, Chiara Ruggieri, Paolo Nicolì, Dario Bellucci, Alessio 2021-07-16 application/pdf http://amslaurea.unibo.it/23508/ http://amslaurea.unibo.it/23508/1/Tesi_Chiara_Galeotti.pdf en eng Alma Mater Studiorum - Università di Bologna http://amslaurea.unibo.it/23508/1/Tesi_Chiara_Galeotti.pdf Galeotti, Chiara (2021) Multi-annual predictability of the Atlantic Meridional Overturning Circulation. [Laurea magistrale], Università di Bologna, Corso di Studio in Physics [LM-DM270] <http://amslaurea.unibo.it/view/cds/CDS9245/> cc_by_nc_sa4 CC-BY-NC-SA Atlantic Meridional Overturning Circulation,Decadal predictions,Coupled climate models,North Atlantic,Labrador Sea Physics [LM-DM270] PeerReviewed info:eu-repo/semantics/masterThesis 2021 ftunivbollaurea 2022-05-01T15:23:47Z Decadal climate predictions have the main feature of being initialized, hence lying midway between initialized seasonal forecasts and forced multi-decadal projections. The North Atlantic is among the few places where decadal variations are considered potentially predictable with an added value of the initialization due to the Atlantic Meridional Overturning Circulation (AMOC), which exhibits slow multi-annual fluctuations. A correct representation of this process is fundamental to skillfully predict climate variability in the Northern Hemisphere at these timescales. In this thesis, AMOC predictability is investigated in the CMCC-CM2-SR5 (CMCC Coupled Model v2 in standard resolution) decadal system. The ability of the model to forecast the AMOC is evaluated in both a deterministic and probabilistic way, comparing a set of hindcasts initialized between 1960 and 2018 with observations, ocean reconstructions, and a non-initialized historical simulation. Special attention is devoted to the analysis of AMOC biases. Indeed, it is documented that predictions suffer from initial shocks and tend to drift towards the model's equilibrium state. We find that the potential predictability of the system is high up to a ten-year forecast range, but this is not reflected in the AMOC transport forecast skill, which undergoes a sudden reduction after the first year. An interesting finding is that the drift of the model is start-date dependent: we leverage on this feature to propose a new post-processing approach for the drift adjustment, different from the usual one in which drifts are treated as stationary. The experimented approach significantly increases the forecast skill. Furthermore, we identify a reduction of convection in the Labrador Sea, a feature that previous studies linked with the model drift of the AMOC. Further research with an increased ensemble size of both initialized and historical simulations and with a multi-model set is envisaged. Master Thesis Labrador Sea North Atlantic Università di Bologna: AMS Tesi di Laurea (Alm@DL)
institution Open Polar
collection Università di Bologna: AMS Tesi di Laurea (Alm@DL)
op_collection_id ftunivbollaurea
language English
topic Atlantic Meridional Overturning Circulation,Decadal predictions,Coupled climate models,North Atlantic,Labrador Sea
Physics [LM-DM270]
spellingShingle Atlantic Meridional Overturning Circulation,Decadal predictions,Coupled climate models,North Atlantic,Labrador Sea
Physics [LM-DM270]
Galeotti, Chiara
Multi-annual predictability of the Atlantic Meridional Overturning Circulation
topic_facet Atlantic Meridional Overturning Circulation,Decadal predictions,Coupled climate models,North Atlantic,Labrador Sea
Physics [LM-DM270]
description Decadal climate predictions have the main feature of being initialized, hence lying midway between initialized seasonal forecasts and forced multi-decadal projections. The North Atlantic is among the few places where decadal variations are considered potentially predictable with an added value of the initialization due to the Atlantic Meridional Overturning Circulation (AMOC), which exhibits slow multi-annual fluctuations. A correct representation of this process is fundamental to skillfully predict climate variability in the Northern Hemisphere at these timescales. In this thesis, AMOC predictability is investigated in the CMCC-CM2-SR5 (CMCC Coupled Model v2 in standard resolution) decadal system. The ability of the model to forecast the AMOC is evaluated in both a deterministic and probabilistic way, comparing a set of hindcasts initialized between 1960 and 2018 with observations, ocean reconstructions, and a non-initialized historical simulation. Special attention is devoted to the analysis of AMOC biases. Indeed, it is documented that predictions suffer from initial shocks and tend to drift towards the model's equilibrium state. We find that the potential predictability of the system is high up to a ten-year forecast range, but this is not reflected in the AMOC transport forecast skill, which undergoes a sudden reduction after the first year. An interesting finding is that the drift of the model is start-date dependent: we leverage on this feature to propose a new post-processing approach for the drift adjustment, different from the usual one in which drifts are treated as stationary. The experimented approach significantly increases the forecast skill. Furthermore, we identify a reduction of convection in the Labrador Sea, a feature that previous studies linked with the model drift of the AMOC. Further research with an increased ensemble size of both initialized and historical simulations and with a multi-model set is envisaged.
author2 Ruggieri, Paolo
Nicolì, Dario
Bellucci, Alessio
format Master Thesis
author Galeotti, Chiara
author_facet Galeotti, Chiara
author_sort Galeotti, Chiara
title Multi-annual predictability of the Atlantic Meridional Overturning Circulation
title_short Multi-annual predictability of the Atlantic Meridional Overturning Circulation
title_full Multi-annual predictability of the Atlantic Meridional Overturning Circulation
title_fullStr Multi-annual predictability of the Atlantic Meridional Overturning Circulation
title_full_unstemmed Multi-annual predictability of the Atlantic Meridional Overturning Circulation
title_sort multi-annual predictability of the atlantic meridional overturning circulation
publisher Alma Mater Studiorum - Università di Bologna
publishDate 2021
url http://amslaurea.unibo.it/23508/
http://amslaurea.unibo.it/23508/1/Tesi_Chiara_Galeotti.pdf
genre Labrador Sea
North Atlantic
genre_facet Labrador Sea
North Atlantic
op_relation http://amslaurea.unibo.it/23508/1/Tesi_Chiara_Galeotti.pdf
Galeotti, Chiara (2021) Multi-annual predictability of the Atlantic Meridional Overturning Circulation. [Laurea magistrale], Università di Bologna, Corso di Studio in Physics [LM-DM270] <http://amslaurea.unibo.it/view/cds/CDS9245/>
op_rights cc_by_nc_sa4
op_rightsnorm CC-BY-NC-SA
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