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Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems
Information theory provides an interdisciplinary method to understand important phenomena in many research fields ranging from astrophysical and laboratory fluids/plasmas to biological systems. In particular, information geometric theory enables us to envision the evolution of non-equilibrium proces...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621045/ https://www.ncbi.nlm.nih.gov/pubmed/34828093 http://dx.doi.org/10.3390/e23111393 |
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author | Kim, Eun-jin |
author_facet | Kim, Eun-jin |
author_sort | Kim, Eun-jin |
collection | PubMed |
description | Information theory provides an interdisciplinary method to understand important phenomena in many research fields ranging from astrophysical and laboratory fluids/plasmas to biological systems. In particular, information geometric theory enables us to envision the evolution of non-equilibrium processes in terms of a (dimensionless) distance by quantifying how information unfolds over time as a probability density function (PDF) evolves in time. Here, we discuss some recent developments in information geometric theory focusing on time-dependent dynamic aspects of non-equilibrium processes (e.g., time-varying mean value, time-varying variance, or temperature, etc.) and their thermodynamic and physical/biological implications. We compare different distances between two given PDFs and highlight the importance of a path-dependent distance for a time-dependent PDF. We then discuss the role of the information rate [Formula: see text] and relative entropy in non-equilibrium thermodynamic relations (entropy production rate, heat flux, dissipated work, non-equilibrium free energy, etc.), and various inequalities among them. Here, [Formula: see text] is the information length representing the total number of statistically distinguishable states a PDF evolves through over time. We explore the implications of a geodesic solution in information geometry for self-organization and control. |
format | Online Article Text |
id | pubmed-8621045 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86210452021-11-27 Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems Kim, Eun-jin Entropy (Basel) Review Information theory provides an interdisciplinary method to understand important phenomena in many research fields ranging from astrophysical and laboratory fluids/plasmas to biological systems. In particular, information geometric theory enables us to envision the evolution of non-equilibrium processes in terms of a (dimensionless) distance by quantifying how information unfolds over time as a probability density function (PDF) evolves in time. Here, we discuss some recent developments in information geometric theory focusing on time-dependent dynamic aspects of non-equilibrium processes (e.g., time-varying mean value, time-varying variance, or temperature, etc.) and their thermodynamic and physical/biological implications. We compare different distances between two given PDFs and highlight the importance of a path-dependent distance for a time-dependent PDF. We then discuss the role of the information rate [Formula: see text] and relative entropy in non-equilibrium thermodynamic relations (entropy production rate, heat flux, dissipated work, non-equilibrium free energy, etc.), and various inequalities among them. Here, [Formula: see text] is the information length representing the total number of statistically distinguishable states a PDF evolves through over time. We explore the implications of a geodesic solution in information geometry for self-organization and control. MDPI 2021-10-24 /pmc/articles/PMC8621045/ /pubmed/34828093 http://dx.doi.org/10.3390/e23111393 Text en © 2021 by the author. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Kim, Eun-jin Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title | Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title_full | Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title_fullStr | Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title_full_unstemmed | Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title_short | Information Geometry, Fluctuations, Non-Equilibrium Thermodynamics, and Geodesics in Complex Systems |
title_sort | information geometry, fluctuations, non-equilibrium thermodynamics, and geodesics in complex systems |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621045/ https://www.ncbi.nlm.nih.gov/pubmed/34828093 http://dx.doi.org/10.3390/e23111393 |
work_keys_str_mv | AT kimeunjin informationgeometryfluctuationsnonequilibriumthermodynamicsandgeodesicsincomplexsystems |