Chaos as an intermittently forced linear system
The huge amount of data generated in fields like neuroscience or finance calls for effective strategies that mine data to reveal underlying dynamics. Here Brunton et al.develop a data-driven technique to analyze chaotic systems and predict their dynamics in terms of a forced linear model.
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Nature Portfolio
2017
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oai:doaj.org-article:ae9e7d04e6aa4c9f8cd998dd33b77dcc2021-12-02T14:16:47ZChaos as an intermittently forced linear system10.1038/s41467-017-00030-82041-1723https://doaj.org/article/ae9e7d04e6aa4c9f8cd998dd33b77dcc2017-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-017-00030-8https://doaj.org/toc/2041-1723The huge amount of data generated in fields like neuroscience or finance calls for effective strategies that mine data to reveal underlying dynamics. Here Brunton et al.develop a data-driven technique to analyze chaotic systems and predict their dynamics in terms of a forced linear model.Steven L. BruntonBingni W. BruntonJoshua L. ProctorEurika KaiserJ. Nathan KutzNature PortfolioarticleScienceQENNature Communications, Vol 8, Iss 1, Pp 1-9 (2017) |
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Science Q Steven L. Brunton Bingni W. Brunton Joshua L. Proctor Eurika Kaiser J. Nathan Kutz Chaos as an intermittently forced linear system |
description |
The huge amount of data generated in fields like neuroscience or finance calls for effective strategies that mine data to reveal underlying dynamics. Here Brunton et al.develop a data-driven technique to analyze chaotic systems and predict their dynamics in terms of a forced linear model. |
format |
article |
author |
Steven L. Brunton Bingni W. Brunton Joshua L. Proctor Eurika Kaiser J. Nathan Kutz |
author_facet |
Steven L. Brunton Bingni W. Brunton Joshua L. Proctor Eurika Kaiser J. Nathan Kutz |
author_sort |
Steven L. Brunton |
title |
Chaos as an intermittently forced linear system |
title_short |
Chaos as an intermittently forced linear system |
title_full |
Chaos as an intermittently forced linear system |
title_fullStr |
Chaos as an intermittently forced linear system |
title_full_unstemmed |
Chaos as an intermittently forced linear system |
title_sort |
chaos as an intermittently forced linear system |
publisher |
Nature Portfolio |
publishDate |
2017 |
url |
https://doaj.org/article/ae9e7d04e6aa4c9f8cd998dd33b77dcc |
work_keys_str_mv |
AT stevenlbrunton chaosasanintermittentlyforcedlinearsystem AT bingniwbrunton chaosasanintermittentlyforcedlinearsystem AT joshualproctor chaosasanintermittentlyforcedlinearsystem AT eurikakaiser chaosasanintermittentlyforcedlinearsystem AT jnathankutz chaosasanintermittentlyforcedlinearsystem |
_version_ |
1718391686206324736 |