Understanding travel behavior adjustment under COVID-19

Journal article

Yao, Wenbin, Yu, Jinqiang, Yang, Ying, Chen, Nuo, Jin, Sheng, Hu, Youwei and Bai, Congcong. (2022). Understanding travel behavior adjustment under COVID-19. Communications in Transportation Research. 2, p. Article 100068. https://doi.org/10.1016/j.commtr.2022.100068
AuthorsYao, Wenbin, Yu, Jinqiang, Yang, Ying, Chen, Nuo, Jin, Sheng, Hu, Youwei and Bai, Congcong
Abstract

The outbreak and spreading of the COVID-19 pandemic have had a significant impact on transportation system. By analyzing the impact of the pandemic on the transportation system, the impact of the pandemic on the social economy can be reflected to a certain extent, and the effect of anti-pandemic policy implementation can also be evaluated. In addition, the analysis results are expected to provide support for policy optimization. Currently, most of the relevant studies analyze the impact of the pandemic on the overall transportation system from the macro perspective, while few studies quantitatively analyze the impact of the pandemic on individual spatiotemporal travel behavior. Based on the license plate recognition (LPR) data, this paper analyzes the spatiotemporal travel patterns of travelers in each stage of the pandemic progress, quantifies the change of travelers' spatiotemporal behaviors, and analyzes the adjustment of travelers' behaviors under the influence of the pandemic. There are three different behavior adjustment strategies under the influence of the pandemic, and the behavior adjustment is related to the individual's past travel habits. The paper quantitatively assesses the impact of the COVID-19 pandemic on individual travel behavior. And the method proposed in this paper can be used to quantitatively assess the impact of any long-term emergency on individual micro travel behavior.

KeywordsCOVID-19; travel pattern; travel behavior adjustment; prefix-span algorithm; random forest
Year2022
JournalCommunications in Transportation Research
Journal citation2, p. Article 100068
PublisherElsevier Ltd
ISSN2772-4247
Digital Object Identifier (DOI)https://doi.org/10.1016/j.commtr.2022.100068
Scopus EID2-s2.0-85132325729
Open accessPublished as ‘gold’ (paid) open access
Page range1-15
FunderPioneer and Leading Goose Research and Development Program of Zhejiang
National Natural Science Foundation of China (NSFC)
Zhejiang University
Alibaba-Zhejiang University Joint Research Institute of Frontier Technologies
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online09 Jun 2022
Publication process dates
Accepted18 May 2022
Deposited24 Feb 2025
Grant ID2022C01042
92046011
Additional information

© 2022 The Author(s). Published by Elsevier Ltd on behalf of Tsinghua University Press. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

Permalink -

https://acuresearchbank.acu.edu.au/item/915xv/understanding-travel-behavior-adjustment-under-covid-19

Log in to edit

Download files

Publisher's version
OA_Yao_2022_Understanding_travel_behavior_adjustment_under_COVID.pdf
License: CC BY-NC-ND 4.0
File access level: Open

  • 1
    total views
  • 0
    total downloads
  • 1
    views this month
  • 0
    downloads this month
These values are for the period from 19th October 2020, when this repository was created.

Export as

Related outputs

Determinism versus uncertainty : Examining the worst-case expected performance of data-driven policies
Tian, Xuecheng, Wang, Shuaian, Laporte, Gilbert and Yang, Ying. (2024). Determinism versus uncertainty : Examining the worst-case expected performance of data-driven policies. European Journal of Operational Research. 318(1), pp. 242-252. https://doi.org/10.1016/j.ejor.2024.04.031
Is port state control influenced by the COVID-19? Evidence from inspection data
Yan, Ran, Mo, Haoyu, Guo, Xiaomeng, Yang, Ying and Wang, Shuaian. (2022). Is port state control influenced by the COVID-19? Evidence from inspection data. Transport Policy. 123, pp. 82-103. https://doi.org/10.1016/j.tranpol.2022.04.002
Diverging effects of subjective prospect values of uncertain time and money
Gao, Kun, Yang, Ying and Qu, Xiaobo. (2021). Diverging effects of subjective prospect values of uncertain time and money. Communications in Transportation Research. 1, p. Article 100007. https://doi.org/10.1016/j.commtr.2021.100007
Extrapolation-enhanced model for travel decision making : An ensemble machine learning approach considering behavioral theory
Gao, Kun, Yang, Ying, Zhang, Tianshu, Li, Aoyong and Qu, Xiaobo. (2021). Extrapolation-enhanced model for travel decision making : An ensemble machine learning approach considering behavioral theory. Knowledge-Based Systems. 218, p. Article 106882. https://doi.org/10.1016/j.knosys.2021.106882
Examining nonlinear and interaction effects of multiple determinants on airline travel satisfaction
Gao, Kun, Yang, Ying and Qu, Xiaobo. (2021). Examining nonlinear and interaction effects of multiple determinants on airline travel satisfaction. Transportation Research Part D. 97, p. Article 102957. https://doi.org/10.1016/j.trd.2021.102957
Spatial heterogeneity in distance decay of using bike sharing : An empirical large-scale analysis in Shanghai
Gao, Kun, Yang, Ying, Li, Aoyong and Qu, Xiaobo. (2021). Spatial heterogeneity in distance decay of using bike sharing : An empirical large-scale analysis in Shanghai. Transportation Research Part D. 94, p. Article 102814. https://doi.org/10.1016/j.trd.2021.102814
Modeling drivers’ scrambling behavior in China : An application of theory of planned behavior
Qi, Weiwei, Shen, Bin, Yang, Ying and Qu, Xiaobo. (2021). Modeling drivers’ scrambling behavior in China : An application of theory of planned behavior. Travel Behaviour and Society. 24, pp. 164-171. https://doi.org/10.1016/j.tbs.2021.03.008
Examining the influence of social norms on orderly parking behavior of dockless bike-sharing users
Wang, Yacan, Yang, Ying, Wang, Jiaping, Douglas, Matthew and Su, Duan. (2021). Examining the influence of social norms on orderly parking behavior of dockless bike-sharing users. Transportation Research Part A. 147, pp. 284-296. https://doi.org/10.1016/j.tra.2021.03.022
On the movement simulations of electric vehicles : A behavioral model-based approach
Xu, Yueru, Zheng, Yuan and Yang, Ying. (2021). On the movement simulations of electric vehicles : A behavioral model-based approach. Applied Energy. 283, p. 116356. https://doi.org/10.1016/j.apenergy.2020.116356
Cumulative prospect theory coupled with multi-attribute decision making for modeling travel behavior
Gao, Kun, Sun, Lijun, Yang, Ying, Meng, Fanyu and Qu, Xiaobo. (2021). Cumulative prospect theory coupled with multi-attribute decision making for modeling travel behavior. Transportation Research Part A: Policy and Practice. 148, pp. 1-21. https://doi.org/10.1016/j.tra.2021.03.025
Quantifying economic benefits from free-floating bike-sharing systems : A trip-level inference approach and city-scale analysis  
Gao, Kun, Yang, Ying, Li, Aoyong, Li, Junhong and Yu, Bo. (2021). Quantifying economic benefits from free-floating bike-sharing systems : A trip-level inference approach and city-scale analysis  . Transportation Research Part A: Policy and Practice. 144, pp. 89-103. https://doi.org/10.1016/j.tra.2020.12.009
Longitudinal links among parent-child attachment, emotion parenting, and problem behaviors of preadolescents
Wang, Juan, Yang, Ying, Tang, Yulong, Wu, Mengxue, Jiang, Suo and Zou, Hong. (2021). Longitudinal links among parent-child attachment, emotion parenting, and problem behaviors of preadolescents. Children and Youth Services Review. 121, p. 105797. https://doi.org/10.1016/j.childyouth.2020.105797
Shyness and subjective well-being in chinese adolescents : Self-efficacy beliefs as mediators
Li, Caina, Wang, Yuan, Liu, Meng, Sun, Cuicui and Yang, Ying. (2020). Shyness and subjective well-being in chinese adolescents : Self-efficacy beliefs as mediators. Journal of Child and Family Studies. 29(12), pp. 3470-3480. https://doi.org/10.1007/s10826-020-01823-0
Revealing psychological inertia
Gao, Kun, Yang, Ying, Sun, Lijun and Qu, Xiaobo. (2020). Revealing psychological inertia. Transportation Research Part F : Psychology and Behaviour. 71, pp. 272-287. https://doi.org/10.1016/j.trf.2020.04.006
The joint effect of paternal and maternal parenting behaviors on school engagement among Chinese adolescents : The mediating role of mastery goal
Wang, Juan, Shi, Xinxin, Yang, Ying, Zou, Hong, Zhang, Wenjuan and Xu, Qunxia. (2019). The joint effect of paternal and maternal parenting behaviors on school engagement among Chinese adolescents : The mediating role of mastery goal. Frontiers in Psychology. 10, p. 1587. https://doi.org/10.3389/fpsyg.2019.01587
Emotional aperture across east and west : How culture shapes the perception of collective affect
Yang, Ying, Hong, Ying-yi and Sanchez-Burks, Jeffrey. (2019). Emotional aperture across east and west : How culture shapes the perception of collective affect. Journal of Cross-Cultural Psychology. 50(6), pp. 751-762. https://doi.org/10.1177/0022022119846412
Self-determined motivation for studying abroad predicts lower culture shock and greater well-being among international students: The mediating role of basic psychological needs satisfaction
Yang, Ying, Zhang, Yixin and Sheldon, Kennon M.. (2018). Self-determined motivation for studying abroad predicts lower culture shock and greater well-being among international students: The mediating role of basic psychological needs satisfaction. International Journal of Intercultural Relations. 63, pp. 95 - 104. https://doi.org/10.1016/j.ijintrel.2017.10.005
Attachment orientations and dispositional gratitude: The mediating roles of perceived social support and self-esteem
Zhang, Lijuan, Zhang, Shupeng, Yang, Ying and Li, Caina. (2017). Attachment orientations and dispositional gratitude: The mediating roles of perceived social support and self-esteem. Personality and Individual Differences. 114, pp. 193 - 197. https://doi.org/10.1016/j.paid.2017.04.006
Potential risk and its influencing factors for separated bicycle paths
Xu, Cheng, Yang, Ying, Jin, Sheng, Qu, Zhaowei and Hou, Lei. (2016). Potential risk and its influencing factors for separated bicycle paths. Accident Analysis and Prevention. 87, pp. 59-67. https://doi.org/10.1016/j.aap.2015.11.014
Self-compassion and life satisfaction: The mediating role of hope
Yang, Ying, Zhang, Mengyuan and Kou, Yu. (2016). Self-compassion and life satisfaction: The mediating role of hope. Personality and Individual Differences. 98, pp. 91 - 95. https://doi.org/10.1016/j.paid.2016.03.086
In-depth analysis of drivers' merging behavior and rear-end crash risks in work zone merging areas
Weng, Jinxian, Xue, Shan, Yang, Ying, Yan, Xuedong and Qu, Xiaobo. (2015). In-depth analysis of drivers' merging behavior and rear-end crash risks in work zone merging areas. Accident Analysis and Prevention. 77, pp. 51 - 61. https://doi.org/10.1016/j.aap.2015.02.002
Estimation of the perceived value of transit time for shipping lines
Wang, Shuaian, Qu, Xiaobo and Yang, Ying. (2015). Estimation of the perceived value of transit time for shipping lines. Transportation Research Part A: Policy and Practice. 78, pp. 298 - 308. https://doi.org/10.1016/j.tra.2015.04.014
Unresolved World War II animosity dampens empathy toward 2011 Japanese earthquake and tsunami
Yang, Ying, Liu, Xiao-xiao, Fang, Yang and Hong, Ying-yi. (2014). Unresolved World War II animosity dampens empathy toward 2011 Japanese earthquake and tsunami. Journal of Cross-Cultural Psychology. 45(2), pp. 171 - 191. https://doi.org/10.1177/0022022113509118
Potential crash risks of expressway on-ramps and off-ramps: A case study in Beijing, China
Qu, Xiaobo, Yang, Ying, Liu, Zhiyuan, Jin, Sheng and Weng, Jinxian. (2014). Potential crash risks of expressway on-ramps and off-ramps: A case study in Beijing, China. Safety Science. 70, pp. 58 - 62. https://doi.org/10.1016/j.ssci.2014.04.016
Cultural attachment - A new theory and method to understand cross-cultural competence
Hong, Ying-yi, Fang, Yang, Yang, Ying and Phua, Desiree Y.. (2013). Cultural attachment - A new theory and method to understand cross-cultural competence. Journal of Cross-Cultural Psychology. 44(6), pp. 1024 - 1044. https://doi.org/10.1177/0022022113480039