Title :
Microsegmenting: An approach for precise distance calculation for GPS based its applications
Author :
Biswas, Arijit ; Pilla, Goutham ; Tamma, Bheemarjuna Reddy
Author_Institution :
Dept. of Comput. Sci. & Eng., Indian Inst. of Technol., Hyderabad, Hyderabad, India
Abstract :
Onroad distance calculation between two geographical points is an integral part of various Global Positioning System (GPS) based Intelligent Transportation Systems (ITS) applications. We have found that mere calculating the distance between two geographical points without giving importance to geographical information of the road, such as curves can lead to under estimation of the distance calculated, cause of which we refer to as the “ Displacement problem “. In this paper, we propose the methodology of Microsegmenting to overcome the Displacement Problem. To validate the proposed method and to quantify improvement over the existing technique of distance calculation we conduct experiments using real-world GPS traces from cities: Hyderabad, India and Chicago, USA. The experimental results show a significant improvement in distance estimation over existing technique. The significance of the improvement can be visualized by the fact that, theoretically this improvement in distance calculation can improve the travel time prediction, an important ITS applications, by an average of 22 seconds (approx.) between each pair of traces.
Keywords :
Global Positioning System; distance measurement; intelligent transportation systems; ITS; displacement problem; geographical information; geographical points; global positioning system; intelligent transportation systems; microsegmenting; onroad distance calculation; precise distance calculation; real-world GPS traces; travel time prediction; Data collection; Estimation; Global Positioning System; Probes; Roads; Turning; Vehicles;
Conference_Titel :
Intelligent Computational Systems (RAICS), 2013 IEEE Recent Advances in
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4799-2177-5
DOI :
10.1109/RAICS.2013.6745496