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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Main Authors: Nilsen, Tine, Talento, Stefanie, Werner, Johannes P.
Format: Article in Journal/Newspaper
Language:English
Published: Amsterdam [u.a.] : Elsevier 2021
Subjects:
550
Online Access:https://oa.tib.eu/renate/handle/123456789/8677
https://doi.org/10.34657/7715
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spelling ftleibnizopen:oai:oai.leibnizopen.de:-dJDfYoBNQPDO7WIlWd1 2023-10-09T21:53:53+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 application/pdf https://oa.tib.eu/renate/handle/123456789/8677 https://doi.org/10.34657/7715 eng eng Amsterdam [u.a.] : Elsevier CC BY 4.0 Unported https://creativecommons.org/licenses/by/4.0/ Quaternary science reviews : the international multidisciplinary research and review journal 265 (2021) Climate field reconstruction Data analysis North Atlantic Paleoclimatology Past millennium Sea surface temperature 550 article Text 2021 ftleibnizopen https://doi.org/10.34657/7715 2023-09-10T23:34:17Z 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. publishedVersion Article in Journal/Newspaper North Atlantic LeibnizOpen (The Leibniz Association)
institution Open Polar
collection LeibnizOpen (The Leibniz Association)
op_collection_id ftleibnizopen
language English
topic Climate field reconstruction
Data analysis
North Atlantic
Paleoclimatology
Past millennium
Sea surface temperature
550
spellingShingle Climate field reconstruction
Data analysis
North Atlantic
Paleoclimatology
Past millennium
Sea surface temperature
550
Nilsen, Tine
Talento, Stefanie
Werner, Johannes P.
Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
topic_facet Climate field reconstruction
Data analysis
North Atlantic
Paleoclimatology
Past millennium
Sea surface temperature
550
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. publishedVersion
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 Amsterdam [u.a.] : Elsevier
publishDate 2021
url https://oa.tib.eu/renate/handle/123456789/8677
https://doi.org/10.34657/7715
genre North Atlantic
genre_facet North Atlantic
op_source Quaternary science reviews : the international multidisciplinary research and review journal 265 (2021)
op_rights CC BY 4.0 Unported
https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.34657/7715
_version_ 1779317251472621568