Title :
Enhancing in vehicle digital maps via GPS crowdsourcing
Author :
Carisi, Roberto ; Giordano, Eugenio ; Pau, Giovanni ; Gerla, Mario
Author_Institution :
DEIS, Univ. di Bologna, Bologna, Italy
Abstract :
In this paper, we propose a simple and effective method to extend digital maps with the location and timing of stop-signs and traffic lights in a city, given GPS traces collected by on-road vehicles. Our system finds the location and timing of traffic lights and stop-signs using a small number of traces per road segment. We developed and evaluated the system by applying it to two sets of GPS traces - open street map, a multicity, publicly available database of GPS traces, and a set of traces collected in west Los Angeles. Evaluation results show that our system can estimate the location of stop-signs with as little as 5 traversal per road segment and the location/timing of traffic lights with as little as 7 traversals, with more than 90% accuracy.
Keywords :
Global Positioning System; road vehicles; GPS crowdsourcing; Los Angeles; on-road vehicles; stop-signs timing; traffic lights; vehicle digital maps; Databases; Feature extraction; Global Positioning System; Regulators; Roads; Traffic control; Vehicles;
Conference_Titel :
Wireless On-Demand Network Systems and Services (WONS), 2011 Eighth International Conference on
Conference_Location :
Bardonecchia
Print_ISBN :
978-1-61284-189-2
DOI :
10.1109/WONS.2011.5720196