Title :
All pair fastest route to a destination based on a heterogeneous time data
Author :
Vasantha Priya, R. ; Priya, N.
Author_Institution :
Dept. of Comput. Sci. & Eng., Jerusalem Coll. of Eng., Chennai, India
Abstract :
This paper presents the smart driving directions and providing a fastest routes to given destination at a given departure time. From GPS Logs, the data will be selected as per the user queries and then road segment formation will take place. The Map matching process is comparison of the GPS data and the real time data is done to avoid low-sampling rate problem. The Landmark Graph construction will be performed on the map matched graph. The Travel time will be estimated for each landmark graph by means of Variance Entropy clustering algorithm. Route computing will be of two stages. In first stage, Rough route computing finding the fastest route using the all pair shortest path algorithm. In Second stage, refine route computing the Time dependent fastest graph have to be refined with real time data to avoid low-sampling rate problem. Thus the efficient fastest route and energy consumption route will be provided.
Keywords :
Global Positioning System; driver information systems; graph theory; pattern clustering; pattern matching; vehicle routing; GPS data; GPS logs; all pair shortest path algorithm; departure time; energy consumption route; fastest routes; heterogeneous time data; landmark graph construction; low-sampling rate problem; map matched graph; map matching process; road segment formation; route computing; smart driving directions; time dependent fastest graph; travel time; user queries; variance entropy clustering algorithm; Geology; Global Positioning System; Real-time systems; Spatial databases; Data mining; GPS Trajectories; GPS data mining; Graph Processing system; spatial databases;
Conference_Titel :
Computation of Power, Energy, Information and Communication (ICCPEIC), 2014 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4799-3826-1
DOI :
10.1109/ICCPEIC.2014.6915340