IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v117y2024ics0966692324001054.html
   My bibliography  Save this article

Measuring exposure and contribution of different types of activity travels to traffic congestion using GPS trajectory data

Author

Listed:
  • Kan, Zihan
  • Liu, Dong
  • Yang, Xue
  • Lee, Jinhyung

Abstract

This study proposes a data-driven framework for understanding the space-time patterns of exposure and contribution of different activities to traffic congestion in urban road networks by using GPS trajectory and Point-of-Interest (POI) big datasets. Taking taxi trips related to traffic congestion in Wuhan, China as a case study, we first infer the types of individual activities from GPS trajectories and POIs and identify traffic congestion on each road. Then we develop two indicators to measure the congestion exposure of different activity types. Further, we reveal the space-time patterns of activity-related congestion through spatiotemporal analysis of the indicators of traffic congestion associated with different activities. The findings of this study shed light on how different types of activities contribute to the space-time heterogeneity of traffic congestion, and highlight the significance of considering the space-time patterns of congestion related with different activity types in urban transportation management.

Suggested Citation

  • Kan, Zihan & Liu, Dong & Yang, Xue & Lee, Jinhyung, 2024. "Measuring exposure and contribution of different types of activity travels to traffic congestion using GPS trajectory data," Journal of Transport Geography, Elsevier, vol. 117(C).
    • Handle: RePEc:eee:jotrge:v:117:y:2024:i:c:s0966692324001054
    DOI: 10.1016/j.jtrangeo.2024.103896
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692324001054
    Download Restriction: no
    File URL: https://libkey.io/10.1016/j.jtrangeo.2024.103896?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Zhikang Bao & Yifu Ou & Shuangzhou Chen & Ting Wang, 2022. "Land Use Impacts on Traffic Congestion Patterns: A Tale of a Northwestern Chinese City," Land, MDPI, vol. 11(12), pages 1-17, December.
    2. Larsen, Morten Marott & Pilegaard, Ninette & Ommeren, Jos Van, 2008. "Congestion and residential moving behaviour," Regional Science and Urban Economics, Elsevier, vol. 38(4), pages 378-387, July.
    3. Jiangping Zhou & Enda Murphy & Jonathan Corcoran, 2020. "Integrating road carrying capacity and traffic congestion into the excess commuting framework: The case of Los Angeles," Environment and Planning B, , vol. 47(1), pages 119-137, January.
    4. Bao, Jie & Yang, Zhao & Zeng, Weili & Shi, Xiaomeng, 2021. "Exploring the spatial impacts of human activities on urban traffic crashes using multi-source big data," Journal of Transport Geography, Elsevier, vol. 94(C).
    5. Carlos Moreno & Zaheer Allam & Didier Chabaud & Catherine Gall & Florent Pratlong, 2021. "Introducing the “15-Minute City”: Sustainability, Resilience and Place Identity in Future Post-Pandemic Cities," Post-Print hal-03549665, HAL.
    6. David L. Huff, 1963. "A Probabilistic Analysis of Shopping Center Trade Areas," Land Economics, University of Wisconsin Press, vol. 39(1), pages 81-90.
    7. Jonathan Stiles & Michael J. Smart, 2021. "Working at home and elsewhere: daily work location, telework, and travel among United States knowledge workers," Transportation, Springer, vol. 48(5), pages 2461-2491, October.
    8. Kan, Zihan & Kwan, Mei-Po & Liu, Dong & Tang, Luliang & Chen, Yang & Fang, Mengyuan, 2022. "Assessing individual activity-related exposures to traffic congestion using GPS trajectory data," Journal of Transport Geography, Elsevier, vol. 98(C).
    9. Feng Han & Rui Xie & Mingyong Lai, 2018. "Traffic density, congestion externalities, and urbanization in China," Spatial Economic Analysis, Taylor & Francis Journals, vol. 13(4), pages 400-421, October.
    10. Christopher D. Higgins & Matthias N. Sweet & Pavlos S. Kanaroglou, 2018. "All minutes are not equal: travel time and the effects of congestion on commute satisfaction in Canadian cities," Transportation, Springer, vol. 45(5), pages 1249-1268, September.
    11. Chang, Yu Sang & Lee, Yong Joo & Choi, Sung Sup Brian, 2017. "Is there more traffic congestion in larger cities? -Scaling analysis of the 101 largest U.S. urban centers-," Transport Policy, Elsevier, vol. 59(C), pages 54-63.
    12. Xing, Yingying & Wang, Ke & Lu, Jian John, 2020. "Exploring travel patterns and trip purposes of dockless bike-sharing by analyzing massive bike-sharing data in Shanghai, China," Journal of Transport Geography, Elsevier, vol. 87(C).
    13. Jie Bao & Chengcheng Xu & Pan Liu & Wei Wang, 2017. "Exploring Bikesharing Travel Patterns and Trip Purposes Using Smart Card Data and Online Point of Interests," Networks and Spatial Economics, Springer, vol. 17(4), pages 1231-1253, December.
    14. Zhao, Pengxiang & Kwan, Mei-Po & Qin, Kun, 2017. "Uncovering the spatiotemporal patterns of CO2 emissions by taxis based on Individuals' daily travel," Journal of Transport Geography, Elsevier, vol. 62(C), pages 122-135.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kyoungok Kim, 2024. "Discovering spatiotemporal usage patterns of a bike-sharing system by type of pass: a case study from Seoul," Transportation, Springer, vol. 51(4), pages 1373-1407, August.
    2. Li, Shaoying & Zhuang, Caigang & Tan, Zhangzhi & Gao, Feng & Lai, Zhipeng & Wu, Zhifeng, 2021. "Inferring the trip purposes and uncovering spatio-temporal activity patterns from dockless shared bike dataset in Shenzhen, China," Journal of Transport Geography, Elsevier, vol. 91(C).
    3. Chengzhen Song & Qingfang Liu & Jinping Song & Ding Yang & Zhengyun Jiang & Wei Ma & Fuchang Niu & Jinmeng Song, 2023. "The Interactive Relationship between Street Centrality and Land Use Intensity—A Case Study of Jinan, China," IJERPH, MDPI, vol. 20(6), pages 1-20, March.
    4. Ross-Perez, Antonio & Walton, Neil & Pinto, Nuno, 2022. "Identifying trip purpose from a dockless bike-sharing system in Manchester," Journal of Transport Geography, Elsevier, vol. 99(C).
    5. Li, Jia & Li, Chengqian & Zhao, Xiaohua & Wang, Xuesong, 2024. "Do road network patterns and points of interest influence bicycle safety? Evidence from dockless bike sharing in China and policy implications for traffic safety planning," Transport Policy, Elsevier, vol. 149(C), pages 21-35.
    6. Kan, Zihan & Kwan, Mei-Po & Liu, Dong & Tang, Luliang & Chen, Yang & Fang, Mengyuan, 2022. "Assessing individual activity-related exposures to traffic congestion using GPS trajectory data," Journal of Transport Geography, Elsevier, vol. 98(C).
    7. Monica Aureliana Petcu & Maria Iulia Sobolevschi-David & Adrian Anica-Popa & Stefania Cristina Curea & Catalina Motofei & Ana-Maria Popescu, 2021. "Multidimensional Assessment of Job Satisfaction in Telework Conditions. Case Study: Romania in the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(16), pages 1-16, August.
    8. Paul Cheshire & Christian Hilber & Piero Montebruno & Rosa Sanchis-Guarner, 2018. "Take Me to the Centre of Your Town! Using Micro-geographical Data to Identify Town Centres," CESifo Economic Studies, CESifo Group, vol. 64(2), pages 255-291.
    9. Sohyun Park & Keumsook Lee, 2021. "Examining the Impact of E-Commerce Growth on the Spatial Distribution of Fashion and Beauty Stores in Seoul," Sustainability, MDPI, vol. 13(9), pages 1-20, May.
    10. Tammaru, Tiit & Sevtsuk, Andres & Witlox, Frank, 2023. "Towards an equity-centred model of sustainable mobility: Integrating inequality and segregation challenges in the green mobility transition," Journal of Transport Geography, Elsevier, vol. 112(C).
    11. Daniela D’Alessandro & Andrea Rebecchi & Letizia Appolloni & Andrea Brambilla & Silvio Brusaferro & Maddalena Buffoli & Maurizio Carta & Alessandra Casuccio & Liliana Coppola & Maria Vittoria Corazza , 2023. "Re-Thinking the Environment, Cities, and Living Spaces for Public Health Purposes, According with the COVID-19 Lesson: The LVII Erice Charter," Land, MDPI, vol. 12(10), pages 1-17, September.
    12. Mengwei Chen & Dianhai Wang & Yilin Sun & E. Owen D. Waygood & Wentao Yang, 2020. "A comparison of users’ characteristics between station-based bikesharing system and free-floating bikesharing system: case study in Hangzhou, China," Transportation, Springer, vol. 47(2), pages 689-704, April.
    13. Jin, Peizhen & Mangla, Sachin Kumar & Song, Malin, 2021. "Moving towards a sustainable and innovative city: Internal urban traffic accessibility and high-level innovation based on platform monitoring data," International Journal of Production Economics, Elsevier, vol. 235(C).
    14. Eszter Baranyai, 2023. "The Socio-Economic Status of Neighbourhoods and Access to Early Childhood Education," Child Indicators Research, Springer;The International Society of Child Indicators (ISCI), vol. 16(3), pages 1019-1048, June.
    15. Huang, Guobin & Zhang, Jie & Yu, Jian & Shi, Xunpeng, 2020. "Impact of transportation infrastructure on industrial pollution in Chinese cities: A spatial econometric analysis," Energy Economics, Elsevier, vol. 92(C).
    16. Beatrice Maria Bellè & Alessandro Deserti, 2024. "Urban Greening Plans: A Potential Device towards a Sustainable and Co-Produced Future," Sustainability, MDPI, vol. 16(12), pages 1-13, June.
    17. Loo, Becky P.Y. & Tsoi, Ka Ho, 2024. "Stressors for bus commuters and ways of improving bus journeys," Transportation Research Part A: Policy and Practice, Elsevier, vol. 187(C).
    18. Jiankun Yang & Min He & Mingwei He, 2022. "Exploring the Group Difference in the Nonlinear Relationship between Commuting Satisfaction and Commuting Time," Sustainability, MDPI, vol. 14(14), pages 1-19, July.
    19. Lu Cheng & Zhifu Mi & D’Maris Coffman & Jing Meng & Dining Liu & Dongfeng Chang, 2022. "The Role of Bike Sharing in Promoting Transport Resilience," Networks and Spatial Economics, Springer, vol. 22(3), pages 567-585, September.
    20. Dong, Xiaojing & Ben-Akiva, Moshe E. & Bowman, John L. & Walker, Joan L., 2006. "Moving from trip-based to activity-based measures of accessibility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(2), pages 163-180, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:117:y:2024:i:c:s0966692324001054. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.