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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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 |
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Directory of Open Access Journals: DOAJ Articles |
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English |
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Medicine R Science Q |
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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 |
container_issue |
1 |
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1766270288474931200 |