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Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation
A noisy stabilized Kuramoto–Sivashinsky equation is analyzed by stochastic decomposition. For values of the control parameter for which periodic stationary patterns exist, the dynamics can be decomposed into diffusive and transverse parts which act on a stochastic potential. The relative positions o...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
National Academy of Sciences
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894259/ https://www.ncbi.nlm.nih.gov/pubmed/36459639 http://dx.doi.org/10.1073/pnas.2211359119 |
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author | Chen, Yong-Cong Shi, Chunxiao Kosterlitz, J. M. Zhu, Xiaomei Ao, Ping |
author_facet | Chen, Yong-Cong Shi, Chunxiao Kosterlitz, J. M. Zhu, Xiaomei Ao, Ping |
author_sort | Chen, Yong-Cong |
collection | PubMed |
description | A noisy stabilized Kuramoto–Sivashinsky equation is analyzed by stochastic decomposition. For values of the control parameter for which periodic stationary patterns exist, the dynamics can be decomposed into diffusive and transverse parts which act on a stochastic potential. The relative positions of stationary states in the stochastic global potential landscape can be obtained from the topology spanned by the low-lying eigenmodes which interconnect them. Numerical simulations confirm the predicted landscape. The transverse component also predicts a universal class of vortex-like circulations around fixed points. These drive nonlinear drifting and limit cycle motion of the underlying periodic structure in certain regions of parameter space. Our findings might be relevant in studies of other nonlinear systems such as deep learning neural networks. |
format | Online Article Text |
id | pubmed-9894259 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | National Academy of Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-98942592023-06-02 Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation Chen, Yong-Cong Shi, Chunxiao Kosterlitz, J. M. Zhu, Xiaomei Ao, Ping Proc Natl Acad Sci U S A Physical Sciences A noisy stabilized Kuramoto–Sivashinsky equation is analyzed by stochastic decomposition. For values of the control parameter for which periodic stationary patterns exist, the dynamics can be decomposed into diffusive and transverse parts which act on a stochastic potential. The relative positions of stationary states in the stochastic global potential landscape can be obtained from the topology spanned by the low-lying eigenmodes which interconnect them. Numerical simulations confirm the predicted landscape. The transverse component also predicts a universal class of vortex-like circulations around fixed points. These drive nonlinear drifting and limit cycle motion of the underlying periodic structure in certain regions of parameter space. Our findings might be relevant in studies of other nonlinear systems such as deep learning neural networks. National Academy of Sciences 2022-12-02 2022-12-06 /pmc/articles/PMC9894259/ /pubmed/36459639 http://dx.doi.org/10.1073/pnas.2211359119 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Physical Sciences Chen, Yong-Cong Shi, Chunxiao Kosterlitz, J. M. Zhu, Xiaomei Ao, Ping Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title | Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title_full | Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title_fullStr | Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title_full_unstemmed | Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title_short | Topology, vorticity, and limit cycle in a stabilized Kuramoto–Sivashinsky equation |
title_sort | topology, vorticity, and limit cycle in a stabilized kuramoto–sivashinsky equation |
topic | Physical Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9894259/ https://www.ncbi.nlm.nih.gov/pubmed/36459639 http://dx.doi.org/10.1073/pnas.2211359119 |
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