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Author:

Chen, Yanyan (Chen, Yanyan.) (Scholars:陈艳艳) | Zhang, Zheng (Zhang, Zheng.) | Liang, Tianwen (Liang, Tianwen.)

Indexed by:

SSCI Scopus SCIE

Abstract:

Information and communication technology development has yielded large-scale spatiotemporal datasets, such as mobile phone, automatic collection system, and car-hailing data, which have resulted in new opportunities to investigate urban transportation systems. However, few studies have focused on regional mobility patterns. This study presents a multistep method for exploring traffic analysis zone (TAZ)-based mobility patterns and the corresponding relations with local land use characteristics. Based on a large-scale mobile phone dataset from a major mobile phone operator in Beijing, we applied the K-means clustering algorithm to the hourly aggregated trip data to create clusters of TAZs with similar temporal mobility patterns. Land use characteristics were then derived and correlated with the temporal TAZ-based mobility patterns. Four clusters of TAZs with the similar patterns and intensities of urban activities during given time windows were identified. Land use indicators, such as residence and commercial and business area indicators, were correlated with specific temporal TAZ-based mobility patterns. The proposed multistep method could be applied in other cities to enrich relevant analyses and improve urban design and transportation planning.

Keyword:

mobility patterns clustering mobile phone data regional-oriented demand management policy logit model

Author Community:

  • [ 1 ] [Chen, Yanyan]Beijing Univ Technol, Beijing Key Lab Traff Engn, Beijing 100124, Peoples R China
  • [ 2 ] [Zhang, Zheng]Beijing Univ Technol, Beijing Key Lab Traff Engn, Beijing 100124, Peoples R China
  • [ 3 ] [Liang, Tianwen]Minist Transport, Res Inst Highways, Beijing 100088, Peoples R China

Reprint Author's Address:

  • [Zhang, Zheng]Beijing Univ Technol, Beijing Key Lab Traff Engn, Beijing 100124, Peoples R China

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Source :

SUSTAINABILITY

Year: 2019

Issue: 19

Volume: 11

3 . 9 0 0

JCR@2022

ESI Discipline: ENVIRONMENT/ECOLOGY;

ESI HC Threshold:167

JCR Journal Grade:2

Cited Count:

WoS CC Cited Count: 13

SCOPUS Cited Count: 20

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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