Urban Computing with Taxicabs

被引:321
作者
Zheng, Yu [1 ]
Liu, Yanchi [1 ,2 ]
Yuan, Jing [1 ]
Xie, Xing [1 ]
机构
[1] Microsoft Res Asia, Beijing, Peoples R China
[2] Univ Sci & Technol Beijing, Beijing, Peoples R China
来源
UBICOMP'11: PROCEEDINGS OF THE 2011 ACM INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING | 2011年
关键词
Urban computing; urban planning; GPS trajectory; taxicab;
D O I
10.1145/2030112.2030126
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Urban computing for city planning is one of the most significant applications in Ubiquitous computing. In this paper we detect flawed urban planning using the GPS trajectories of taxicabs traveling in urban areas. The detected results consist of 1) pairs of regions with salient traffic problems and 2) the linking structure as well as correlation among them. These results can evaluate the effectiveness of the carried out planning, such as a newly built road and subway lines in a city, and remind city planners of a problem that has not been recognized when they conceive future plans. We conduct our method using the trajectories generated by 30,000 taxis from March to May in 2009 and 2010 in Beijing, and evaluate our results with the real urban planning of Beijing.
引用
收藏
页码:89 / 98
页数:10
相关论文
共 18 条
  • [1] The Skyline operator
    Börzsönyi, S
    Kossmann, D
    Stocker, K
    [J]. 17TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, PROCEEDINGS, 2001, : 421 - 430
  • [2] Cranshaw J, 2010, UBICOMP 2010: PROCEEDINGS OF THE 2010 ACM CONFERENCE ON UBIQUITOUS COMPUTING, P119
  • [3] Eagle N., IEEE SOCIAL COMPUTIN, P144
  • [4] Eagle Nathan, 2006, J PERSONAL UBIQUITOU, V10, P4
  • [5] Ge Y., 2010, P 16 ACM SIGKDD INT, P899, DOI [DOI 10.1145/1835804.1835918, 10.1145/1835804.1835918]
  • [6] Guehnemann A., 2004, MONITORING TRAFFIC E
  • [7] Urban Computing
    Kindberg, Tim
    Chalmers, Matthew
    Paulos, Eric
    [J]. IEEE PERVASIVE COMPUTING, 2007, 6 (03) : 18 - 20
  • [8] Kostakos Vassilis, 2008, HDB RES URBAN INFORM
  • [9] Li Q., 2008, GIS '08, P1, DOI [DOI 10.1145/1463434.1463477, 10.1145/1463434.1463477]
  • [10] Liu L., 2010, COMPUTERS ENV URBAN