Title :
Processing Continuous Range Queries with Spatiotemporal Tolerance
Author :
Farrell, Tobias ; Rothermel, Kurt ; Cheng, Reynold
Author_Institution :
Inst. of Parallel & Distrib. Syst., Univ. Stuttgart, Stuttgart, Germany
fDate :
3/1/2011 12:00:00 AM
Abstract :
Continuous queries are often employed to monitor the locations of mobile objects (MOs), which are determined by sensing devices like GPS receivers. In this paper, we tackle two challenges in processing continuous range queries (CRQs): coping with data uncertainty inherently associated with location data, and reducing the energy consumption of battery-powered MOs. We propose the concept of spatiotemporal tolerance for CRQ to relax a query´s accuracy requirements in terms of a maximal acceptable error. Unlike previous works, our definition considers tolerance in both the spatial and temporal dimensions, which offers applications more flexibility in specifying their individual accuracy requirements. As we will show, these tolerance bounds can provide well-defined query semantics in spite of different sources of data uncertainty. In addition, we present efficient algorithms that carefully control when an MO should sense or report a location, while satisfying these tolerances. Thereby, we particularly reduce the number of position sensing operations substantially, which constitute a considerable source of energy consumption. Extensive simulations confirm that the proposed algorithms result in large energy savings compared to nontolerant query processing.
Keywords :
Global Positioning System; mobile computing; object tracking; query processing; GPS receivers; continuous range query processing; data uncertainty; mobile objects; query semantics; spatiotemporal tolerance; tolerance bounds; Accuracy; Aerospace electronics; Delay; Energy consumption; Semantics; Sensors; Uncertainty; Tracking mobile objects; continuous queries; data uncertainty; distributed processing; energy consumption.;
Journal_Title :
Mobile Computing, IEEE Transactions on
DOI :
10.1109/TMC.2010.159