Spectral analysis of climate dynamics with operator-theoretic approaches
The Earth’s climate system is highly complex, however it exhibits certain persistent cyclic patterns like the El Niño Southern Oscillation. The authors apply the spectral theory of dynamical systems and data science techniques to extract such coherent modes of climate variability from high-dimension...
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Nature Portfolio
2021
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oai:doaj.org-article:210f160cfecf41488299802784a62d5f2021-11-14T12:35:06ZSpectral analysis of climate dynamics with operator-theoretic approaches10.1038/s41467-021-26357-x2041-1723https://doaj.org/article/210f160cfecf41488299802784a62d5f2021-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-26357-xhttps://doaj.org/toc/2041-1723The Earth’s climate system is highly complex, however it exhibits certain persistent cyclic patterns like the El Niño Southern Oscillation. The authors apply the spectral theory of dynamical systems and data science techniques to extract such coherent modes of climate variability from high-dimensional observational data.Gary FroylandDimitrios GiannakisBenjamin R. LintnerMaxwell PikeJoanna SlawinskaNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-21 (2021) |
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Science Q Gary Froyland Dimitrios Giannakis Benjamin R. Lintner Maxwell Pike Joanna Slawinska Spectral analysis of climate dynamics with operator-theoretic approaches |
description |
The Earth’s climate system is highly complex, however it exhibits certain persistent cyclic patterns like the El Niño Southern Oscillation. The authors apply the spectral theory of dynamical systems and data science techniques to extract such coherent modes of climate variability from high-dimensional observational data. |
format |
article |
author |
Gary Froyland Dimitrios Giannakis Benjamin R. Lintner Maxwell Pike Joanna Slawinska |
author_facet |
Gary Froyland Dimitrios Giannakis Benjamin R. Lintner Maxwell Pike Joanna Slawinska |
author_sort |
Gary Froyland |
title |
Spectral analysis of climate dynamics with operator-theoretic approaches |
title_short |
Spectral analysis of climate dynamics with operator-theoretic approaches |
title_full |
Spectral analysis of climate dynamics with operator-theoretic approaches |
title_fullStr |
Spectral analysis of climate dynamics with operator-theoretic approaches |
title_full_unstemmed |
Spectral analysis of climate dynamics with operator-theoretic approaches |
title_sort |
spectral analysis of climate dynamics with operator-theoretic approaches |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/210f160cfecf41488299802784a62d5f |
work_keys_str_mv |
AT garyfroyland spectralanalysisofclimatedynamicswithoperatortheoreticapproaches AT dimitriosgiannakis spectralanalysisofclimatedynamicswithoperatortheoreticapproaches AT benjaminrlintner spectralanalysisofclimatedynamicswithoperatortheoreticapproaches AT maxwellpike spectralanalysisofclimatedynamicswithoperatortheoreticapproaches AT joannaslawinska spectralanalysisofclimatedynamicswithoperatortheoreticapproaches |
_version_ |
1718429094481231872 |