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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Autores principales: Gary Froyland, Dimitrios Giannakis, Benjamin R. Lintner, Maxwell Pike, Joanna Slawinska
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/210f160cfecf41488299802784a62d5f
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spelling 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)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle 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
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