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Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits

Owing to the big data the extension of physical laws on nonmaterial has seen numerous successes, and human mobility is one of the scientific frontier topics. Recent GPS technology has made it possible to trace detailed trajectories of millions of people, macroscopic approaches such as the gravity la...

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Autores principales: Shida, Yohei, Ozaki, Jun’ichi, Takayasu, Hideki, Takayasu, Misako
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200729/
https://www.ncbi.nlm.nih.gov/pubmed/35705582
http://dx.doi.org/10.1038/s41598-022-13789-8
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author Shida, Yohei
Ozaki, Jun’ichi
Takayasu, Hideki
Takayasu, Misako
author_facet Shida, Yohei
Ozaki, Jun’ichi
Takayasu, Hideki
Takayasu, Misako
author_sort Shida, Yohei
collection PubMed
description Owing to the big data the extension of physical laws on nonmaterial has seen numerous successes, and human mobility is one of the scientific frontier topics. Recent GPS technology has made it possible to trace detailed trajectories of millions of people, macroscopic approaches such as the gravity law for human flow between cities and microscopic approaches of individual origin-destination distributions are attracting much attention. However, we need a more general basic model with wide applicability to realize traffic forecasting and urban planning of metropolis fully utilizing the GPS data. Here, based on a novel idea of treating moving people as charged particles, we introduce a method to map macroscopic human flows into currents on an imaginary electric circuit defined over a metropolitan area. Conductance is found to be nearly proportional to the maximum current in each location and synchronized human flows in the morning and evening are well described by the temporal changes of electric potential. Surprisingly, the famous fluctuation-dissipation theorem holds, namely, the variances of currents are proportional to the conductivities akin to an ordinary material.
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spelling pubmed-92007292022-06-17 Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits Shida, Yohei Ozaki, Jun’ichi Takayasu, Hideki Takayasu, Misako Sci Rep Article Owing to the big data the extension of physical laws on nonmaterial has seen numerous successes, and human mobility is one of the scientific frontier topics. Recent GPS technology has made it possible to trace detailed trajectories of millions of people, macroscopic approaches such as the gravity law for human flow between cities and microscopic approaches of individual origin-destination distributions are attracting much attention. However, we need a more general basic model with wide applicability to realize traffic forecasting and urban planning of metropolis fully utilizing the GPS data. Here, based on a novel idea of treating moving people as charged particles, we introduce a method to map macroscopic human flows into currents on an imaginary electric circuit defined over a metropolitan area. Conductance is found to be nearly proportional to the maximum current in each location and synchronized human flows in the morning and evening are well described by the temporal changes of electric potential. Surprisingly, the famous fluctuation-dissipation theorem holds, namely, the variances of currents are proportional to the conductivities akin to an ordinary material. Nature Publishing Group UK 2022-06-15 /pmc/articles/PMC9200729/ /pubmed/35705582 http://dx.doi.org/10.1038/s41598-022-13789-8 Text en © The Author(s) 2022, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Shida, Yohei
Ozaki, Jun’ichi
Takayasu, Hideki
Takayasu, Misako
Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title_full Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title_fullStr Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title_full_unstemmed Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title_short Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
title_sort potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200729/
https://www.ncbi.nlm.nih.gov/pubmed/35705582
http://dx.doi.org/10.1038/s41598-022-13789-8
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