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Universal exploration dynamics of random walks

The territory explored by a random walk is a key property that may be quantified by the number of distinct sites that the random walk visits up to a given time. We introduce a more fundamental quantity, the time τ(n) required by a random walk to find a site that it never visited previously when the...

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Autores principales: Régnier, Léo, Dolgushev, Maxim, Redner, S., Bénichou, Olivier
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9899275/
https://www.ncbi.nlm.nih.gov/pubmed/36739291
http://dx.doi.org/10.1038/s41467-023-36233-5
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author Régnier, Léo
Dolgushev, Maxim
Redner, S.
Bénichou, Olivier
author_facet Régnier, Léo
Dolgushev, Maxim
Redner, S.
Bénichou, Olivier
author_sort Régnier, Léo
collection PubMed
description The territory explored by a random walk is a key property that may be quantified by the number of distinct sites that the random walk visits up to a given time. We introduce a more fundamental quantity, the time τ(n) required by a random walk to find a site that it never visited previously when the walk has already visited n distinct sites, which encompasses the full dynamics about the visitation statistics. To study it, we develop a theoretical approach that relies on a mapping with a trapping problem, in which the spatial distribution of traps is continuously updated by the random walk itself. Despite the geometrical complexity of the territory explored by a random walk, the distribution of the τ(n) can be accounted for by simple analytical expressions. Processes as varied as regular diffusion, anomalous diffusion, and diffusion in disordered media and fractals, fall into the same universality classes.
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spelling pubmed-98992752023-02-06 Universal exploration dynamics of random walks Régnier, Léo Dolgushev, Maxim Redner, S. Bénichou, Olivier Nat Commun Article The territory explored by a random walk is a key property that may be quantified by the number of distinct sites that the random walk visits up to a given time. We introduce a more fundamental quantity, the time τ(n) required by a random walk to find a site that it never visited previously when the walk has already visited n distinct sites, which encompasses the full dynamics about the visitation statistics. To study it, we develop a theoretical approach that relies on a mapping with a trapping problem, in which the spatial distribution of traps is continuously updated by the random walk itself. Despite the geometrical complexity of the territory explored by a random walk, the distribution of the τ(n) can be accounted for by simple analytical expressions. Processes as varied as regular diffusion, anomalous diffusion, and diffusion in disordered media and fractals, fall into the same universality classes. Nature Publishing Group UK 2023-02-04 /pmc/articles/PMC9899275/ /pubmed/36739291 http://dx.doi.org/10.1038/s41467-023-36233-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Régnier, Léo
Dolgushev, Maxim
Redner, S.
Bénichou, Olivier
Universal exploration dynamics of random walks
title Universal exploration dynamics of random walks
title_full Universal exploration dynamics of random walks
title_fullStr Universal exploration dynamics of random walks
title_full_unstemmed Universal exploration dynamics of random walks
title_short Universal exploration dynamics of random walks
title_sort universal exploration dynamics of random walks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9899275/
https://www.ncbi.nlm.nih.gov/pubmed/36739291
http://dx.doi.org/10.1038/s41467-023-36233-5
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