• DocumentCode
    3292342
  • Title

    Missing Data Compensation Model in Real-Time Traffic Information Service System

  • Author

    Du, Bowen ; Xu, Leishi ; Ma, Dianfu ; Lv, Weifeng ; Zhu, Tongyu

  • Author_Institution
    State Key Lab. of Software Dev. Environ., Beihang Univ., Beihang
  • Volume
    5
  • fYear
    2008
  • fDate
    18-20 Oct. 2008
  • Firstpage
    371
  • Lastpage
    378
  • Abstract
    Nowadays the floating car data (FCD) is playing a more and more important role in the route guidance, because it can collect more accurate travel time information in traffic service systems. But the problem is that the congested traffic performs to be dynamic and quite complex, and therepsilas great data amount fluctuation at different time of day. Therefore, the stability of the data canpsilat be guaranteed, and the OD travel time calculated in dynamic route guidance will be seriously affected. In this paper, a multipattern compensating model for blank-data links which is based on the optimized road network is proposed. According to the classified historical data, the missing real-time traffic data is filled up. Finally the experiment which involved the data of 15,000 taxies for 6 months was carried out in several ways. The result suggests that this method raised the road coverage while guaranteed the accuracy and it can be applied in real-time systems to manage large amount of data.
  • Keywords
    data handling; driver information systems; FCD; OD travel time; floating car data; missing data compensation model; multipattern compensating model; optimized road network; real-time traffic information service system; route guidance; traffic service systems; Fluctuations; Fuzzy systems; Programming; Real time systems; Roads; Sampling methods; Sensor systems; Stability; Telecommunication traffic; Traffic control; Floating Car Data (FCD); Missing Data Compensation Model (MDCM); sampling interval; trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
  • Conference_Location
    Jinan Shandong
  • Print_ISBN
    978-0-7695-3305-6
  • Type

    conf

  • DOI
    10.1109/FSKD.2008.288
  • Filename
    4666553