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Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City

Severe air pollution has become a major risk to human health from a global environmental perspective. It has been recognized that human mobility is an essential component in individual exposure assessment. Activity structure reflects the characteristics of human mobility. Thus, a better understandin...

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Detalles Bibliográficos
Autores principales: Ma, Siyu, Yang, Lin, Kwan, Mei-Po, Zuo, Zejun, Qian, Haoyue, Li, Minghao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8123506/
https://www.ncbi.nlm.nih.gov/pubmed/33925965
http://dx.doi.org/10.3390/ijerph18094583
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author Ma, Siyu
Yang, Lin
Kwan, Mei-Po
Zuo, Zejun
Qian, Haoyue
Li, Minghao
author_facet Ma, Siyu
Yang, Lin
Kwan, Mei-Po
Zuo, Zejun
Qian, Haoyue
Li, Minghao
author_sort Ma, Siyu
collection PubMed
description Severe air pollution has become a major risk to human health from a global environmental perspective. It has been recognized that human mobility is an essential component in individual exposure assessment. Activity structure reflects the characteristics of human mobility. Thus, a better understanding of the relationship between human activity structure and individual exposure level is of crucial relevance. This study examines this relationship using a large cell-phone GPS dataset in Wuhan, China. The results indicate that there is a strong linear relationship between people’s activity structures and exposures to PM(2)(.)(5). Inter-group comparisons based on the four activity structure groups obtained with K-means clustering found that groups with different activity structures do experience different levels of PM(2)(.)(5) exposure. Furthermore, differences in detailed characteristics of activity structure were also found at different exposure levels at the intra-group level. These results show that people’s activity structures do influence their exposure levels. The paper provides a new perspective for understanding individual exposure through human activity structure, which helps move the perspective of research on individual exposure from the semantic of physical location to the semantic of human activity pattern.
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spelling pubmed-81235062021-05-16 Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City Ma, Siyu Yang, Lin Kwan, Mei-Po Zuo, Zejun Qian, Haoyue Li, Minghao Int J Environ Res Public Health Article Severe air pollution has become a major risk to human health from a global environmental perspective. It has been recognized that human mobility is an essential component in individual exposure assessment. Activity structure reflects the characteristics of human mobility. Thus, a better understanding of the relationship between human activity structure and individual exposure level is of crucial relevance. This study examines this relationship using a large cell-phone GPS dataset in Wuhan, China. The results indicate that there is a strong linear relationship between people’s activity structures and exposures to PM(2)(.)(5). Inter-group comparisons based on the four activity structure groups obtained with K-means clustering found that groups with different activity structures do experience different levels of PM(2)(.)(5) exposure. Furthermore, differences in detailed characteristics of activity structure were also found at different exposure levels at the intra-group level. These results show that people’s activity structures do influence their exposure levels. The paper provides a new perspective for understanding individual exposure through human activity structure, which helps move the perspective of research on individual exposure from the semantic of physical location to the semantic of human activity pattern. MDPI 2021-04-26 /pmc/articles/PMC8123506/ /pubmed/33925965 http://dx.doi.org/10.3390/ijerph18094583 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ma, Siyu
Yang, Lin
Kwan, Mei-Po
Zuo, Zejun
Qian, Haoyue
Li, Minghao
Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title_full Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title_fullStr Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title_full_unstemmed Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title_short Do Individuals’ Activity Structures Influence Their PM(2)(.)(5) Exposure Levels? Evidence from Human Trajectory Data in Wuhan City
title_sort do individuals’ activity structures influence their pm(2)(.)(5) exposure levels? evidence from human trajectory data in wuhan city
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8123506/
https://www.ncbi.nlm.nih.gov/pubmed/33925965
http://dx.doi.org/10.3390/ijerph18094583
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