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A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint

We generalized the recently introduced “radiation model”, as an analog to the generalization of the classic “gravity model”, to consolidate its nature of universality for modeling diverse mobility systems. By imposing the appropriate scaling exponent λ, normalization factor κ and system constraints...

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Detalles Bibliográficos
Autores principales: Kang, Chaogui, Liu, Yu, Guo, Diansheng, Qin, Kun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4657960/
https://www.ncbi.nlm.nih.gov/pubmed/26600153
http://dx.doi.org/10.1371/journal.pone.0143500
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author Kang, Chaogui
Liu, Yu
Guo, Diansheng
Qin, Kun
author_facet Kang, Chaogui
Liu, Yu
Guo, Diansheng
Qin, Kun
author_sort Kang, Chaogui
collection PubMed
description We generalized the recently introduced “radiation model”, as an analog to the generalization of the classic “gravity model”, to consolidate its nature of universality for modeling diverse mobility systems. By imposing the appropriate scaling exponent λ, normalization factor κ and system constraints including searching direction and trip OD constraint, the generalized radiation model accurately captures real human movements in various scenarios and spatial scales, including two different countries and four different cities. Our analytical results also indicated that the generalized radiation model outperformed alternative mobility models in various empirical analyses.
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spelling pubmed-46579602015-12-02 A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint Kang, Chaogui Liu, Yu Guo, Diansheng Qin, Kun PLoS One Research Article We generalized the recently introduced “radiation model”, as an analog to the generalization of the classic “gravity model”, to consolidate its nature of universality for modeling diverse mobility systems. By imposing the appropriate scaling exponent λ, normalization factor κ and system constraints including searching direction and trip OD constraint, the generalized radiation model accurately captures real human movements in various scenarios and spatial scales, including two different countries and four different cities. Our analytical results also indicated that the generalized radiation model outperformed alternative mobility models in various empirical analyses. Public Library of Science 2015-11-24 /pmc/articles/PMC4657960/ /pubmed/26600153 http://dx.doi.org/10.1371/journal.pone.0143500 Text en © 2015 Kang 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Kang, Chaogui
Liu, Yu
Guo, Diansheng
Qin, Kun
A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title_full A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title_fullStr A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title_full_unstemmed A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title_short A Generalized Radiation Model for Human Mobility: Spatial Scale, Searching Direction and Trip Constraint
title_sort generalized radiation model for human mobility: spatial scale, searching direction and trip constraint
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4657960/
https://www.ncbi.nlm.nih.gov/pubmed/26600153
http://dx.doi.org/10.1371/journal.pone.0143500
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