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Analysis on utilization of Beijing local roads using taxi GPS data

Author

Listed:
  • Cheng, Hui-Min
  • Li, Si-Yan
  • Ning, Yi-Zi
  • Chen, Xing
  • Pan, Rui
  • Zhang, Zhong-Yuan

Abstract

Local roads play an important role in increasing city mobility, and bringing convenience for citizens. In this paper, the utilization of Beijing local roads is analyzed using taxi GPS data for the first time. We evaluate the utilization of Beijing local roads quantitatively from different perspectives, with the aim to answer two questions: 1. Is there a problem of low utilization rate of local roads in Beijing? 2. If yes, which parts of Beijing are worse? To quantify utilization rate of local roads we propose detour ratio R index. With this index, we perform analysis from different perspectives, including comparison between Beijing and New York City, and efforts to figure out areas with low local road utilization rate. The results show that Beijing does have the problem of low utilization rate of local roads, and areas with low local road utilization rate are concentrated in Zhichunlu (▪), Muxidi (▪), Shuangjing (▪), and Liuliqiao (▪) regions. The paper concludes with some policy suggestions regarding how to improve the utilization of local roads. This study offers significant insight that can help understand the urban road construction better, improve traffic condition and human life quality.

Suggested Citation

  • Cheng, Hui-Min & Li, Si-Yan & Ning, Yi-Zi & Chen, Xing & Pan, Rui & Zhang, Zhong-Yuan, 2020. "Analysis on utilization of Beijing local roads using taxi GPS data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 545(C).
    • Handle: RePEc:eee:phsmap:v:545:y:2020:i:c:s0378437119319880
    DOI: 10.1016/j.physa.2019.123570
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    References listed on IDEAS

    as
    1. Stopher, Peter R., 2004. "Reducing road congestion: a reality check," Transport Policy, Elsevier, vol. 11(2), pages 117-131, April.
    2. Ma, Xiaoke & Gao, Lin & Yong, Xuerong & Fu, Lidong, 2010. "Semi-supervised clustering algorithm for community structure detection in complex networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(1), pages 187-197.
    3. Cai, Hua & Zhan, Xiaowei & Zhu, Ji & Jia, Xiaoping & Chiu, Anthony S.F. & Xu, Ming, 2016. "Understanding taxi travel patterns," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 457(C), pages 590-597.
    4. Hongcheng Gan & Yang Bai, 2014. "The effect of travel time variability on route choice decision: a generalized linear mixed model based analysis," Transportation, Springer, vol. 41(2), pages 339-350, March.
    5. Mesbah Motamed & Raymond Florax & William Masters, 2014. "Agriculture, transportation and the timing of urbanization: Global analysis at the grid cell level," Journal of Economic Growth, Springer, vol. 19(3), pages 339-368, September.
    6. Chuang Liu & Linan Fan & Zhou Liu & Xiang Dai & Jiamei Xu & Baoren Chang, 2018. "Community detection in complex networks by using membrane algorithm," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 29(01), pages 1-18, January.
    7. Liu, Xi & Gong, Li & Gong, Yongxi & Liu, Yu, 2015. "Revealing travel patterns and city structure with taxi trip data," Journal of Transport Geography, Elsevier, vol. 43(C), pages 78-90.
    Full references (including those not matched with items on IDEAS)

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