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Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data

Despite the importance of predicting evacuation mobility dynamics after large scale disasters for effective first response and disaster relief, our general understanding of evacuation behavior remains limited because of the lack of empirical evidence on the evacuation movement of individuals across...

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Detalles Bibliográficos
Autores principales: Yabe, Takahiro, Sekimoto, Yoshihide, Tsubouchi, Kota, Ikemoto, Satoshi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6382263/
https://www.ncbi.nlm.nih.gov/pubmed/30785908
http://dx.doi.org/10.1371/journal.pone.0211375
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author Yabe, Takahiro
Sekimoto, Yoshihide
Tsubouchi, Kota
Ikemoto, Satoshi
author_facet Yabe, Takahiro
Sekimoto, Yoshihide
Tsubouchi, Kota
Ikemoto, Satoshi
author_sort Yabe, Takahiro
collection PubMed
description Despite the importance of predicting evacuation mobility dynamics after large scale disasters for effective first response and disaster relief, our general understanding of evacuation behavior remains limited because of the lack of empirical evidence on the evacuation movement of individuals across multiple disaster instances. Here we investigate the GPS trajectories of a total of more than 1 million anonymized mobile phone users whose positions were tracked for a period of 2 months before and after four of the major earthquakes that occurred in Japan. Through a cross comparative analysis between the four disaster instances, we find that in contrast to the assumed complexity of evacuation decision making mechanisms in crisis situations, an individual’s evacuation probability is strongly dependent on the seismic intensity that they experience. In fact, we show that the evacuation probabilities in all earthquakes collapse into a similar pattern, with a critical threshold at around seismic intensity 5.5. This indicates that despite the diversity in the earthquakes profiles and urban characteristics, evacuation behavior is similarly dependent on seismic intensity. Moreover, we found that probability density functions of the distances that individuals evacuate are not dependent on seismic intensities that individuals experience. These insights from empirical analysis on evacuation from multiple earthquake instances using large scale mobility data contributes to a deeper understanding of how people react to earthquakes, and can potentially assist decision makers to simulate and predict the number of evacuees in urban areas with little computational time and cost. This can be achieved by utilizing only the information on population density distribution and seismic intensity distribution, which can be observed instantaneously after the shock.
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spelling pubmed-63822632019-03-01 Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data Yabe, Takahiro Sekimoto, Yoshihide Tsubouchi, Kota Ikemoto, Satoshi PLoS One Research Article Despite the importance of predicting evacuation mobility dynamics after large scale disasters for effective first response and disaster relief, our general understanding of evacuation behavior remains limited because of the lack of empirical evidence on the evacuation movement of individuals across multiple disaster instances. Here we investigate the GPS trajectories of a total of more than 1 million anonymized mobile phone users whose positions were tracked for a period of 2 months before and after four of the major earthquakes that occurred in Japan. Through a cross comparative analysis between the four disaster instances, we find that in contrast to the assumed complexity of evacuation decision making mechanisms in crisis situations, an individual’s evacuation probability is strongly dependent on the seismic intensity that they experience. In fact, we show that the evacuation probabilities in all earthquakes collapse into a similar pattern, with a critical threshold at around seismic intensity 5.5. This indicates that despite the diversity in the earthquakes profiles and urban characteristics, evacuation behavior is similarly dependent on seismic intensity. Moreover, we found that probability density functions of the distances that individuals evacuate are not dependent on seismic intensities that individuals experience. These insights from empirical analysis on evacuation from multiple earthquake instances using large scale mobility data contributes to a deeper understanding of how people react to earthquakes, and can potentially assist decision makers to simulate and predict the number of evacuees in urban areas with little computational time and cost. This can be achieved by utilizing only the information on population density distribution and seismic intensity distribution, which can be observed instantaneously after the shock. Public Library of Science 2019-02-20 /pmc/articles/PMC6382263/ /pubmed/30785908 http://dx.doi.org/10.1371/journal.pone.0211375 Text en © 2019 Yabe 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 (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Yabe, Takahiro
Sekimoto, Yoshihide
Tsubouchi, Kota
Ikemoto, Satoshi
Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title_full Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title_fullStr Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title_full_unstemmed Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title_short Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
title_sort cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6382263/
https://www.ncbi.nlm.nih.gov/pubmed/30785908
http://dx.doi.org/10.1371/journal.pone.0211375
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