Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments

This study presents pseudo-proxy experiments to quantify the reconstruction skill of two climate field reconstruction methodologies for a marine proxy network subject to age uncertainties. The BARCAST methodology (Bayesian Algorithm for Reconstructing Climate Anomalies in Space and Time) is tested f...

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Published in:Quaternary Science Reviews
Main Authors: Nilsen, Tine, Talento, Stefanie, Werner, Johannes P.
Format: Text
Language:English
Published: Elsevier BV
Subjects:
psy
geo
Online Access:https://doi.org/10.1016/j.quascirev.2021.107009
https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
https://archimer.ifremer.fr/doc/00704/81643/
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spelling fttriple:oai:gotriple.eu:10670/1.b6ykhh 2023-05-15T17:31:02+02:00 Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments Nilsen, Tine Talento, Stefanie Werner, Johannes P. https://doi.org/10.1016/j.quascirev.2021.107009 https://archimer.ifremer.fr/doc/00704/81643/86113.pdf https://archimer.ifremer.fr/doc/00704/81643/ en eng Elsevier BV doi:10.1016/j.quascirev.2021.107009 10670/1.b6ykhh https://archimer.ifremer.fr/doc/00704/81643/86113.pdf https://archimer.ifremer.fr/doc/00704/81643/ other Archimer, archive institutionnelle de l'Ifremer Quaternary Science Reviews (0277-3791) (Elsevier BV), 2021-08 , Vol. 265 , P. 107009 (15p.) psy geo Text https://vocabularies.coar-repositories.org/resource_types/c_18cf/ fttriple https://doi.org/10.1016/j.quascirev.2021.107009 2023-01-22T18:35:13Z This study presents pseudo-proxy experiments to quantify the reconstruction skill of two climate field reconstruction methodologies for a marine proxy network subject to age uncertainties. The BARCAST methodology (Bayesian Algorithm for Reconstructing Climate Anomalies in Space and Time) is tested for sea surface temperature (SST) reconstruction for the first time over the northern North Atlantic region, and compared with a classic analogue reconstruction methodology. The reconstruction experiments are performed at annual and decadal resolution. We implement chronological uncertainties inherent to marine proxies as a novelty, using a simulated age-model ensemble covering the past millennium. Our experiments comprise different scenarios for the input data network, with the noise levels added to the target variable extending from ideal to realistic. Results show that both methodologies are able to reconstruct the Summer mean SST skillfully when the proxy network is considered absolutely dated, but the skill of the analogue method is superior to BARCAST. Only the analogue method provides skillful correlations with the true target variable in the case of a realistic noisy and age-uncertain proxy network. The spatiotemporal properties of the input target data are partly contrasting with the BARCAST model formulations, resulting in an inferior reconstruction ensemble that is similar to a white-noise stochastic process in time. The analogue method is also successful in reconstructing decadal temperatures, while BARCAST fails. The results contribute to constraining uncertainties in CFR for ocean dynamics which are highly important for climate across the globe. Text North Atlantic Unknown Quaternary Science Reviews 265 107009
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic psy
geo
spellingShingle psy
geo
Nilsen, Tine
Talento, Stefanie
Werner, Johannes P.
Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
topic_facet psy
geo
description This study presents pseudo-proxy experiments to quantify the reconstruction skill of two climate field reconstruction methodologies for a marine proxy network subject to age uncertainties. The BARCAST methodology (Bayesian Algorithm for Reconstructing Climate Anomalies in Space and Time) is tested for sea surface temperature (SST) reconstruction for the first time over the northern North Atlantic region, and compared with a classic analogue reconstruction methodology. The reconstruction experiments are performed at annual and decadal resolution. We implement chronological uncertainties inherent to marine proxies as a novelty, using a simulated age-model ensemble covering the past millennium. Our experiments comprise different scenarios for the input data network, with the noise levels added to the target variable extending from ideal to realistic. Results show that both methodologies are able to reconstruct the Summer mean SST skillfully when the proxy network is considered absolutely dated, but the skill of the analogue method is superior to BARCAST. Only the analogue method provides skillful correlations with the true target variable in the case of a realistic noisy and age-uncertain proxy network. The spatiotemporal properties of the input target data are partly contrasting with the BARCAST model formulations, resulting in an inferior reconstruction ensemble that is similar to a white-noise stochastic process in time. The analogue method is also successful in reconstructing decadal temperatures, while BARCAST fails. The results contribute to constraining uncertainties in CFR for ocean dynamics which are highly important for climate across the globe.
format Text
author Nilsen, Tine
Talento, Stefanie
Werner, Johannes P.
author_facet Nilsen, Tine
Talento, Stefanie
Werner, Johannes P.
author_sort Nilsen, Tine
title Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
title_short Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
title_full Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
title_fullStr Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
title_full_unstemmed Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
title_sort constraining two climate field reconstruction methodologies over the north atlantic realm using pseudo-proxy experiments
publisher Elsevier BV
url https://doi.org/10.1016/j.quascirev.2021.107009
https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
https://archimer.ifremer.fr/doc/00704/81643/
genre North Atlantic
genre_facet North Atlantic
op_source Archimer, archive institutionnelle de l'Ifremer
Quaternary Science Reviews (0277-3791) (Elsevier BV), 2021-08 , Vol. 265 , P. 107009 (15p.)
op_relation doi:10.1016/j.quascirev.2021.107009
10670/1.b6ykhh
https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
https://archimer.ifremer.fr/doc/00704/81643/
op_rights other
op_doi https://doi.org/10.1016/j.quascirev.2021.107009
container_title Quaternary Science Reviews
container_volume 265
container_start_page 107009
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