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
Link To Document :
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