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: Article in Journal/Newspaper
Language:English
Published: Elsevier BV 2021
Subjects:
Online Access:https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
https://doi.org/10.1016/j.quascirev.2021.107009
https://archimer.ifremer.fr/doc/00704/81643/
id ftarchimer:oai:archimer.ifremer.fr:81643
record_format openpolar
spelling ftarchimer:oai:archimer.ifremer.fr:81643 2023-05-15T17:29:21+02:00 Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments Nilsen, Tine Talento, Stefanie Werner, Johannes P. 2021-08 application/pdf https://archimer.ifremer.fr/doc/00704/81643/86113.pdf https://doi.org/10.1016/j.quascirev.2021.107009 https://archimer.ifremer.fr/doc/00704/81643/ eng eng Elsevier BV https://archimer.ifremer.fr/doc/00704/81643/86113.pdf doi:10.1016/j.quascirev.2021.107009 https://archimer.ifremer.fr/doc/00704/81643/ info:eu-repo/semantics/openAccess restricted use Quaternary Science Reviews (0277-3791) (Elsevier BV), 2021-08 , Vol. 265 , P. 107009 (15p.) Past millennium Paleoclimatology North Atlantic Sea surface temperature Climate field reconstruction Data analysis text Publication info:eu-repo/semantics/article 2021 ftarchimer https://doi.org/10.1016/j.quascirev.2021.107009 2021-10-05T22:48:30Z 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. Article in Journal/Newspaper North Atlantic Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer) Quaternary Science Reviews 265 107009
institution Open Polar
collection Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer)
op_collection_id ftarchimer
language English
topic Past millennium
Paleoclimatology
North Atlantic
Sea surface temperature
Climate field reconstruction
Data analysis
spellingShingle Past millennium
Paleoclimatology
North Atlantic
Sea surface temperature
Climate field reconstruction
Data analysis
Nilsen, Tine
Talento, Stefanie
Werner, Johannes P.
Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
topic_facet Past millennium
Paleoclimatology
North Atlantic
Sea surface temperature
Climate field reconstruction
Data analysis
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 Article in Journal/Newspaper
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
publishDate 2021
url https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
https://doi.org/10.1016/j.quascirev.2021.107009
https://archimer.ifremer.fr/doc/00704/81643/
genre North Atlantic
genre_facet North Atlantic
op_source Quaternary Science Reviews (0277-3791) (Elsevier BV), 2021-08 , Vol. 265 , P. 107009 (15p.)
op_relation https://archimer.ifremer.fr/doc/00704/81643/86113.pdf
doi:10.1016/j.quascirev.2021.107009
https://archimer.ifremer.fr/doc/00704/81643/
op_rights info:eu-repo/semantics/openAccess
restricted use
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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