Estimation of freeway traffic variables using information from mobile phones

被引:0
|
作者
Alessandri, A [1 ]
Bolla, R [1 ]
Repetto, M [1 ]
机构
[1] CNR, CNR, ISSIA, Inst Intelligent Syst Automat, I-16149 Genoa, Italy
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The presence of mobile phones on a freeway can be exploited to provide information on the traffic behavior. To this end, an extension of a standard freeway macroscopic model is presented that allows to describe the dynamic of the overall cars, together with variables representing the percentage of communicating mobile phones. A freeway trunk is divided into sections, each covered by a cell of the wireless network and associated with state variables describing density of vehicles, mean velocity and percentage of active mobile phones. The measurements of mobile phone densities in the various cells of the network are used to estimate these state variables using an extended Kalman filter. A complex simulation set-up has been developed for the purpose of validation. Simulation results are reported to show the effectiveness and potential of the proposed approach.
引用
收藏
页码:4089 / 4094
页数:6
相关论文
共 50 条
  • [1] Identification of freeway macroscopic models using information from mobile phones
    Alessandri, A.
    Bolla, R.
    Grassia, A. F.
    Repetto, M.
    [J]. 2006 AMERICAN CONTROL CONFERENCE, VOLS 1-12, 2006, 1-12 : 3801 - +
  • [2] Mobile phones as a basis for traffic state information
    Schneider, W
    Mrakotsky, E
    [J]. 2005 IEEE Intelligent Transportation Systems Conference (ITSC), 2005, : 782 - 784
  • [3] Space-based passing time estimation on a freeway using cell phones as traffic probes
    Sohn, Keemin
    Hwang, Keeyeon
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2008, 9 (03) : 559 - 568
  • [4] Modeling and Identification of Nonlinear Dynamics for Freeway Traffic by Using Information From a Mobile Cellular Network
    Alessandri, Angelo
    Bolla, Raffaele
    Gaggero, Mauro
    Repetto, Matteo
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2009, 17 (04) : 952 - 959
  • [5] Acquiring Road Traffic Information through Mobile Phones
    Poolsawat, Anurak
    Pattara-Atikom, Wasan
    Ngamwongwattana, Boonchai
    [J]. 2008 8TH INTERNATIONAL CONFERENCE ON ITS TELECOMMUNICATIONS, PROCEEDINGS, 2008, : 170 - 174
  • [6] Research on The Evaluation of Traffic Condition Using Mobile Phones
    Hao, Li
    Sun, Yichen
    Luo, Tao
    [J]. 2013 IEEE GLOBAL HIGH TECH CONGRESS ON ELECTRONICS (GHTCE), 2013,
  • [7] Towards Collaborative Traffic Sensing using Mobile Phones
    Frank, Raphael
    Mouton, Maximilien
    Engel, Thomas
    [J]. 2012 IEEE VEHICULAR NETWORKING CONFERENCE (VNC), 2012, : 115 - 120
  • [8] VTrack: Accurate, Energy-aware Road Traffic Delay Estimation Using Mobile Phones
    Thiagarajan, Arvind
    Ravindranath, Lenin
    LaCurts, Katrina
    Madden, Samuel
    Balakrishnan, Hari
    Toledo, Sivan
    Eriksson, Jakob
    [J]. SENSYS 09: PROCEEDINGS OF THE 7TH ACM CONFERENCE ON EMBEDDED NETWORKED SENSOR SYSTEMS, 2009, : 85 - 98
  • [9] Traffic info for mobile phones
    不详
    [J]. ELECTRONICS WORLD, 1997, 103 (1737): : 710 - 710
  • [10] Vehicular Speed Estimation using Received Signal Strength from Mobile Phones
    Chandrasekaran, Gayathri
    Vu, Tam
    Varshavsky, Alexander
    Gruteser, Marco
    Martin, Richard P.
    Yang, Jie
    Chen, Yingying
    [J]. UBICOMP 2010: PROCEEDINGS OF THE 2010 ACM CONFERENCE ON UBIQUITOUS COMPUTING, 2010, : 237 - 240