Extracting causation from millennial-scale climate fluctuations in the last 800 kyr

Abstract The detection of cause-effect relationships from the analysis of paleoclimatic records is a crucial step to disentangle the main mechanisms at work in the climate system. Here, we show that the approach based on the generalized Fluctuation–Dissipation Relation, complemented by the analysis...

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Published in:Scientific Reports
Main Authors: Marco Baldovin, Fabio Cecconi, Antonello Provenzale, Angelo Vulpiani
Format: Article in Journal/Newspaper
Language:English
Published: Nature Portfolio 2022
Subjects:
R
Q
Online Access:https://doi.org/10.1038/s41598-022-18406-2
https://doaj.org/article/f2bb185b0a184675828bf5b57822e2a7
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spelling ftdoajarticles:oai:doaj.org/article:f2bb185b0a184675828bf5b57822e2a7 2023-05-15T14:00:54+02:00 Extracting causation from millennial-scale climate fluctuations in the last 800 kyr Marco Baldovin Fabio Cecconi Antonello Provenzale Angelo Vulpiani 2022-09-01T00:00:00Z https://doi.org/10.1038/s41598-022-18406-2 https://doaj.org/article/f2bb185b0a184675828bf5b57822e2a7 EN eng Nature Portfolio https://doi.org/10.1038/s41598-022-18406-2 https://doaj.org/toc/2045-2322 doi:10.1038/s41598-022-18406-2 2045-2322 https://doaj.org/article/f2bb185b0a184675828bf5b57822e2a7 Scientific Reports, Vol 12, Iss 1, Pp 1-12 (2022) Medicine R Science Q article 2022 ftdoajarticles https://doi.org/10.1038/s41598-022-18406-2 2022-12-30T21:59:06Z Abstract The detection of cause-effect relationships from the analysis of paleoclimatic records is a crucial step to disentangle the main mechanisms at work in the climate system. Here, we show that the approach based on the generalized Fluctuation–Dissipation Relation, complemented by the analysis of the Transfer Entropy, allows the causal links to be identified between temperature, CO $$_2$$ 2 concentration and astronomical forcing during the glacial cycles of the last 800 kyr based on Antarctic ice core records. When considering the whole spectrum of time scales, the results of the analysis suggest that temperature drives CO $$_2$$ 2 concentration, or that are both driven by the common astronomical forcing. However, considering only millennial-scale fluctuations, the results reveal the presence of more complex causal links, indicating that CO $$_2$$ 2 variations contribute to driving the changes of temperature on such time scales. The results also evidence a slow temporal variability in the strength of the millennial-scale causal links between temperature and CO $$_2$$ 2 concentration. Article in Journal/Newspaper Antarc* Antarctic ice core Directory of Open Access Journals: DOAJ Articles Antarctic Scientific Reports 12 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Marco Baldovin
Fabio Cecconi
Antonello Provenzale
Angelo Vulpiani
Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
topic_facet Medicine
R
Science
Q
description Abstract The detection of cause-effect relationships from the analysis of paleoclimatic records is a crucial step to disentangle the main mechanisms at work in the climate system. Here, we show that the approach based on the generalized Fluctuation–Dissipation Relation, complemented by the analysis of the Transfer Entropy, allows the causal links to be identified between temperature, CO $$_2$$ 2 concentration and astronomical forcing during the glacial cycles of the last 800 kyr based on Antarctic ice core records. When considering the whole spectrum of time scales, the results of the analysis suggest that temperature drives CO $$_2$$ 2 concentration, or that are both driven by the common astronomical forcing. However, considering only millennial-scale fluctuations, the results reveal the presence of more complex causal links, indicating that CO $$_2$$ 2 variations contribute to driving the changes of temperature on such time scales. The results also evidence a slow temporal variability in the strength of the millennial-scale causal links between temperature and CO $$_2$$ 2 concentration.
format Article in Journal/Newspaper
author Marco Baldovin
Fabio Cecconi
Antonello Provenzale
Angelo Vulpiani
author_facet Marco Baldovin
Fabio Cecconi
Antonello Provenzale
Angelo Vulpiani
author_sort Marco Baldovin
title Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
title_short Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
title_full Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
title_fullStr Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
title_full_unstemmed Extracting causation from millennial-scale climate fluctuations in the last 800 kyr
title_sort extracting causation from millennial-scale climate fluctuations in the last 800 kyr
publisher Nature Portfolio
publishDate 2022
url https://doi.org/10.1038/s41598-022-18406-2
https://doaj.org/article/f2bb185b0a184675828bf5b57822e2a7
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
ice core
genre_facet Antarc*
Antarctic
ice core
op_source Scientific Reports, Vol 12, Iss 1, Pp 1-12 (2022)
op_relation https://doi.org/10.1038/s41598-022-18406-2
https://doaj.org/toc/2045-2322
doi:10.1038/s41598-022-18406-2
2045-2322
https://doaj.org/article/f2bb185b0a184675828bf5b57822e2a7
op_doi https://doi.org/10.1038/s41598-022-18406-2
container_title Scientific Reports
container_volume 12
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