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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4657960 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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