Journal of Geo-information Science, Volume. 22, Issue 6, 1268(2020)

Discovery of Urban Human Mobility Patterns from Smart Card Transactions and Taxi GPS Trajectories: A Comparative Study

Xiaolin ZHENG... Qiliang LIU*, Wenkai LIU and Zhihui WU |Show fewer author(s)
Author Affiliations
  • Department of Geo-informatics, Central South University, Changsha 410083, China
  • show less
    Figures & Tables(12)
    Hourly variation of origin and destination points extracted from smart card transactions and taxi GPS trajectories
    The correlation between origin and destination time series oftwo traffic flowson weekdays and weekends
    Spatial distributions of average daily trips extracted from smart card transactions and taxi GPS trajectories
    The hot and cold spots of average daily trips extracted from smart card transactions and taxi GPS trajectories
    Histograms of log odds ratio based on each combination of trip category (outgoing vs. incoming) and type of day (weekdays vs. weekends)
    Spatial patterns of log odds ratio based on each combination of trip category (outgoing vs. incoming) and type of day (weekdays vs. weekends)
    Spatial distributions of the regression coefficients calculated for three independent variables
    Average travel distances of the trips extracted from smart card transactions and taxi GPS trajectories
    Histogram of the average travel distance extracted from the two traffic flows
    Distance decay of trips extracted from smart card transactions and taxi GPS trajectories on weekdays and weekends
    Spatial communities discovered from smart card and taxi data on weekdays and weekends
    • Table 1. Classification of traffic analysis zones based on the temporal correlation between two kinds of traffic flow

      View table
      View in Article

      Table 1. Classification of traffic analysis zones based on the temporal correlation between two kinds of traffic flow

      相关性交通分析小区数量/个
      工作日行程起点周末行程起点工作日行程终点周末行程终点
      -1.0~ -0.80021
      -0.8~ -0.6932812
      -0.6~ -0.430138963
      -0.4~ -0.28065170171
      -0.2~0.0354409480481
      0.0~0.2246248264243
      0.2~0.4324293231224
      0.4~0.6289266138162
      0.6~0.81091364676
      0.8~1.01018318
    Tools

    Get Citation

    Copy Citation Text

    Xiaolin ZHENG, Qiliang LIU, Wenkai LIU, Zhihui WU. Discovery of Urban Human Mobility Patterns from Smart Card Transactions and Taxi GPS Trajectories: A Comparative Study[J]. Journal of Geo-information Science, 2020, 22(6): 1268

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Received: Jun. 18, 2019

    Accepted: --

    Published Online: Nov. 12, 2020

    The Author Email: LIU Qiliang (qiliang.liu@csu.edu.cn)

    DOI:10.12082.dqxxkx.2020.190312

    Topics