Title :
A Heuristic Coordinate Filtering Scheme to Aid Online Indexing of Spatio-Temporal Trajectories
Author :
Ujir, Hamimah ; Hipiny, Irwandi Hipni Mohamad
Author_Institution :
Univ. Malaysia Sarawak, Sarawak
Abstract :
Traditional online indexing of spatio-temporal trajectories requires indexing coordinates at fixed intervals or each time the moving object changes direction or velocity. We propose a heuristic coordinate filtering scheme to help evaluate each periodically sampled coordinate candidacy for indexing. Successful coordinates are the minimum trajectory´s coordinates required as control points during the cubic spline interpolation process; invoked whenever a spatio-temporal historical query is made on the indexed trajectory. Using our heuristic coordinate filtering scheme, the number of indexed coordinates is significantly reduced to 25% - 35% of the original amount required by the traditional indexing methods, yet the indexed trajectory´s integrity is well preserved. Both heuristic coordinate filtering and cubic spline interpolation step require minimal time penalty, hence allowing our method for online uses.
Keywords :
database indexing; interpolation; query processing; cubic spline interpolation process; heuristic coordinate filtering scheme; indexed trajectory; online indexing; spatio-temporal historical query; spatio-temporal trajectories; Asia; Data structures; Filtering; Indexing; Interpolation; Sampling methods; Spline; Trajectory; Online Indexing; Spatio-Temporal Trajectories;
Conference_Titel :
Modeling & Simulation, 2008. AICMS 08. Second Asia International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-0-7695-3136-6
Electronic_ISBN :
978-0-7695-3136-6
DOI :
10.1109/AMS.2008.154