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...

Full description

Bibliographic Details
Published in:Quaternary Science Reviews
Main Authors: Nilsen, T., Talento, S., Werner, J.
Format: Article in Journal/Newspaper
Language:unknown
Published: 2021
Subjects:
Online Access:https://publications.pik-potsdam.de/pubman/item/item_25886
https://publications.pik-potsdam.de/pubman/item/item_25886_1/component/file_25917/25886oa.pdf
id ftpotsdamik:oai:publications.pik-potsdam.de:item_25886
record_format openpolar
spelling ftpotsdamik:oai:publications.pik-potsdam.de:item_25886 2023-10-29T02:38:19+01:00 Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments Nilsen, T. Talento, S. Werner, J. 2021-07-06 application/pdf https://publications.pik-potsdam.de/pubman/item/item_25886 https://publications.pik-potsdam.de/pubman/item/item_25886_1/component/file_25917/25886oa.pdf unknown info:eu-repo/semantics/altIdentifier/doi/10.1016/j.quascirev.2021.107009 https://publications.pik-potsdam.de/pubman/item/item_25886 https://publications.pik-potsdam.de/pubman/item/item_25886_1/component/file_25917/25886oa.pdf info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/ Quaternary Science Reviews info:eu-repo/semantics/article 2021 ftpotsdamik https://doi.org/10.1016/j.quascirev.2021.107009 2023-09-30T18:00:08Z 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 Publication Database PIK (Potsdam Institute for Climate Impact Research) Quaternary Science Reviews 265 107009
institution Open Polar
collection Publication Database PIK (Potsdam Institute for Climate Impact Research)
op_collection_id ftpotsdamik
language unknown
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, T.
Talento, S.
Werner, J.
spellingShingle Nilsen, T.
Talento, S.
Werner, J.
Constraining two climate field reconstruction methodologies over the North Atlantic realm using pseudo-proxy experiments
author_facet Nilsen, T.
Talento, S.
Werner, J.
author_sort Nilsen, T.
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
publishDate 2021
url https://publications.pik-potsdam.de/pubman/item/item_25886
https://publications.pik-potsdam.de/pubman/item/item_25886_1/component/file_25917/25886oa.pdf
genre North Atlantic
genre_facet North Atlantic
op_source Quaternary Science Reviews
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1016/j.quascirev.2021.107009
https://publications.pik-potsdam.de/pubman/item/item_25886
https://publications.pik-potsdam.de/pubman/item/item_25886_1/component/file_25917/25886oa.pdf
op_rights info:eu-repo/semantics/openAccess
https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1016/j.quascirev.2021.107009
container_title Quaternary Science Reviews
container_volume 265
container_start_page 107009
_version_ 1781064206675607552