• DocumentCode
    239499
  • Title

    Map stream: Initializing what-if analyses for real-time symbiotic traffic simulations

  • Author

    Sunderrajan, Abhinav ; Aydt, Heiko ; Wentong Cai ; Knoll, Aaron

  • Author_Institution
    TUM CREATE Ltd., Singapore, Singapore
  • fYear
    2014
  • fDate
    7-10 Dec. 2014
  • Firstpage
    2896
  • Lastpage
    2906
  • Abstract
    In the context of a city-scale symbiotic traffic simulation, real-time data about the location of many vehicles are obtained in the form of a continuous data-stream. In this paper, we present a scalable solution for performing map-matching using sliding-windows over a GPS data-stream onto a digital road network for initializing the what-if analysis process involved in symbiotic simulations. We focus on the optimizations performed to ensure that the latency associated with the map-matching process is low while maintaining a high degree of accuracy. Experimental results reveal the range in terms of sampling interval and noise for acceptable reliability and latency.
  • Keywords
    Global Positioning System; digital simulation; optimisation; road traffic; traffic engineering computing; GPS data-stream; city-scale symbiotic traffic simulation; digital road network; map stream; map-matching; optimizations; real-time symbiotic traffic simulations; what-if analyses; Global Positioning System; Hidden Markov models; Noise measurement; Real-time systems; Roads; Symbiosis; Vehicles;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), 2014 Winter
  • Conference_Location
    Savanah, GA
  • Print_ISBN
    978-1-4799-7484-9
  • Type

    conf

  • DOI
    10.1109/WSC.2014.7020130
  • Filename
    7020130