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Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains
We discuss a canonical structure that provides a unifying description of dynamical large deviations for irreversible finite state Markov chains (continuous time), Onsager theory, and Macroscopic Fluctuation Theory (MFT). For Markov chains, this theory involves a non-linear relation between probabili...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6566214/ https://www.ncbi.nlm.nih.gov/pubmed/31258181 http://dx.doi.org/10.1007/s10955-018-1986-0 |
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author | Kaiser, Marcus Jack, Robert L. Zimmer, Johannes |
author_facet | Kaiser, Marcus Jack, Robert L. Zimmer, Johannes |
author_sort | Kaiser, Marcus |
collection | PubMed |
description | We discuss a canonical structure that provides a unifying description of dynamical large deviations for irreversible finite state Markov chains (continuous time), Onsager theory, and Macroscopic Fluctuation Theory (MFT). For Markov chains, this theory involves a non-linear relation between probability currents and their conjugate forces. Within this framework, we show how the forces can be split into two components, which are orthogonal to each other, in a generalised sense. This splitting allows a decomposition of the pathwise rate function into three terms, which have physical interpretations in terms of dissipation and convergence to equilibrium. Similar decompositions hold for rate functions at level 2 and level 2.5. These results clarify how bounds on entropy production and fluctuation theorems emerge from the underlying dynamical rules. We discuss how these results for Markov chains are related to similar structures within MFT, which describes hydrodynamic limits of such microscopic models. |
format | Online Article Text |
id | pubmed-6566214 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-65662142019-06-28 Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains Kaiser, Marcus Jack, Robert L. Zimmer, Johannes J Stat Phys Article We discuss a canonical structure that provides a unifying description of dynamical large deviations for irreversible finite state Markov chains (continuous time), Onsager theory, and Macroscopic Fluctuation Theory (MFT). For Markov chains, this theory involves a non-linear relation between probability currents and their conjugate forces. Within this framework, we show how the forces can be split into two components, which are orthogonal to each other, in a generalised sense. This splitting allows a decomposition of the pathwise rate function into three terms, which have physical interpretations in terms of dissipation and convergence to equilibrium. Similar decompositions hold for rate functions at level 2 and level 2.5. These results clarify how bounds on entropy production and fluctuation theorems emerge from the underlying dynamical rules. We discuss how these results for Markov chains are related to similar structures within MFT, which describes hydrodynamic limits of such microscopic models. Springer US 2018-02-15 2018 /pmc/articles/PMC6566214/ /pubmed/31258181 http://dx.doi.org/10.1007/s10955-018-1986-0 Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Kaiser, Marcus Jack, Robert L. Zimmer, Johannes Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title | Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title_full | Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title_fullStr | Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title_full_unstemmed | Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title_short | Canonical Structure and Orthogonality of Forces and Currents in Irreversible Markov Chains |
title_sort | canonical structure and orthogonality of forces and currents in irreversible markov chains |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6566214/ https://www.ncbi.nlm.nih.gov/pubmed/31258181 http://dx.doi.org/10.1007/s10955-018-1986-0 |
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