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Analysis of stochastic bifurcations with phase portraits
We propose a method to obtain phase portraits for stochastic systems. Starting from the Fokker-Planck equation, we separate the dynamics into a convective and a diffusive part. We show that stable and unstable fixed points of the convective field correspond to maxima and minima of the stationary pro...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5916524/ https://www.ncbi.nlm.nih.gov/pubmed/29689108 http://dx.doi.org/10.1371/journal.pone.0196126 |
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author | Mendler, Marc Falk, Johannes Drossel, Barbara |
author_facet | Mendler, Marc Falk, Johannes Drossel, Barbara |
author_sort | Mendler, Marc |
collection | PubMed |
description | We propose a method to obtain phase portraits for stochastic systems. Starting from the Fokker-Planck equation, we separate the dynamics into a convective and a diffusive part. We show that stable and unstable fixed points of the convective field correspond to maxima and minima of the stationary probability distribution if the probability current vanishes at these points. Stochastic phase portraits, which are vector plots of the convective field, therefore indicate the extrema of the stationary distribution and can be used to identify stochastic bifurcations that change the number and stability of these extrema. We show that limit cycles in stochastic phase portraits can indicate ridges of the probability distribution, and we identify a novel type of stochastic bifurcation, where the probability maximum moves to the edge of the system through a gap between the two nullclines of the convective field. |
format | Online Article Text |
id | pubmed-5916524 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59165242018-05-05 Analysis of stochastic bifurcations with phase portraits Mendler, Marc Falk, Johannes Drossel, Barbara PLoS One Research Article We propose a method to obtain phase portraits for stochastic systems. Starting from the Fokker-Planck equation, we separate the dynamics into a convective and a diffusive part. We show that stable and unstable fixed points of the convective field correspond to maxima and minima of the stationary probability distribution if the probability current vanishes at these points. Stochastic phase portraits, which are vector plots of the convective field, therefore indicate the extrema of the stationary distribution and can be used to identify stochastic bifurcations that change the number and stability of these extrema. We show that limit cycles in stochastic phase portraits can indicate ridges of the probability distribution, and we identify a novel type of stochastic bifurcation, where the probability maximum moves to the edge of the system through a gap between the two nullclines of the convective field. Public Library of Science 2018-04-24 /pmc/articles/PMC5916524/ /pubmed/29689108 http://dx.doi.org/10.1371/journal.pone.0196126 Text en © 2018 Mendler et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Mendler, Marc Falk, Johannes Drossel, Barbara Analysis of stochastic bifurcations with phase portraits |
title | Analysis of stochastic bifurcations with phase portraits |
title_full | Analysis of stochastic bifurcations with phase portraits |
title_fullStr | Analysis of stochastic bifurcations with phase portraits |
title_full_unstemmed | Analysis of stochastic bifurcations with phase portraits |
title_short | Analysis of stochastic bifurcations with phase portraits |
title_sort | analysis of stochastic bifurcations with phase portraits |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5916524/ https://www.ncbi.nlm.nih.gov/pubmed/29689108 http://dx.doi.org/10.1371/journal.pone.0196126 |
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