How does air pollution affect travel behavior? A big data field study. (October 2021)
- Record Type:
- Journal Article
- Title:
- How does air pollution affect travel behavior? A big data field study. (October 2021)
- Main Title:
- How does air pollution affect travel behavior? A big data field study
- Authors:
- Xu, Yuquan
Liu, Yuewen
Chang, Xiangyu
Huang, Wei - Abstract:
- Highlights: This paper reports the first attempt to study the general impact of air pollution on a large population's travel behavior via "big field data": 4.6 billion mobile positioning records of 813, 360 people during 61 winter days. Comparing to the mixed findings in the literature, we find that air pollution does have a significantly negative impact on travel behavior. People reduce their travel distance slightly but reduce their travel area greatly on air polluted days. In detail, people reduce the average RG by 0.76%, but reduce the average NP by 6.57% as AQI increases 100 points. People in different demographic groups react to air pollution differently. Younger people (50 and under) reduce more NP, while older people (above 50) reduce more RG on heavily air polluted days. Abstract: Exposure to ambient air pollution causes 4.2 million deaths worldwide every year; thus, people may avoid traveling on polluted days. However, the extant studies have mixed findings of the travel behavior on polluted days, caused by the shortcomings of survey data and specific activity data. In order to fulfill this research gap, this study evaluates the relationship between air pollution and travel behavior based on approximately 4.6 billion mobile positioning records in Xi'an, China. Moreover, this study also investigates how different demographic groups travel differently on polluted days. The results indicate that air pollution has a significantly negative correlation with travelHighlights: This paper reports the first attempt to study the general impact of air pollution on a large population's travel behavior via "big field data": 4.6 billion mobile positioning records of 813, 360 people during 61 winter days. Comparing to the mixed findings in the literature, we find that air pollution does have a significantly negative impact on travel behavior. People reduce their travel distance slightly but reduce their travel area greatly on air polluted days. In detail, people reduce the average RG by 0.76%, but reduce the average NP by 6.57% as AQI increases 100 points. People in different demographic groups react to air pollution differently. Younger people (50 and under) reduce more NP, while older people (above 50) reduce more RG on heavily air polluted days. Abstract: Exposure to ambient air pollution causes 4.2 million deaths worldwide every year; thus, people may avoid traveling on polluted days. However, the extant studies have mixed findings of the travel behavior on polluted days, caused by the shortcomings of survey data and specific activity data. In order to fulfill this research gap, this study evaluates the relationship between air pollution and travel behavior based on approximately 4.6 billion mobile positioning records in Xi'an, China. Moreover, this study also investigates how different demographic groups travel differently on polluted days. The results indicate that air pollution has a significantly negative correlation with travel behavior. Specifically, (1) people reduce travel distance slightly but reduce travel area greatly; and (2) younger people (50 and under) reduce more travel area while older people (over 50) reduce more travel distance on polluted days. … (more)
- Is Part Of:
- Transportation research. Volume 99(2021)
- Journal:
- Transportation research
- Issue:
- Volume 99(2021)
- Issue Display:
- Volume 99, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 99
- Issue:
- 2021
- Issue Sort Value:
- 2021-0099-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-10
- Subjects:
- Air pollution -- Travel behavior -- Mobile positioning data -- Big data
Transportation -- Research -- Periodicals
Transportation -- Environmental aspects -- Periodicals
354.76 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13619209 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.trd.2021.103007 ↗
- Languages:
- English
- ISSNs:
- 1361-9209
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
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- British Library DSC - 9026.274630
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