Title :
DTTC: delay-tolerant trajectory compression for object tracking sensor networks
Author :
Xu, Yingqi ; Lee, Wang-Chien
Author_Institution :
Dept. of Comput. Sci. & Eng., Pennsylvania State Univ., University Park, PA
Abstract :
Taking advantage of the delay tolerance for objects tracking sensor networks, we propose delay-tolerant trajectory compression (DTTC) technique, an efficient and accurate algorithm for in-network data compression. In DTTC, each cluster head compresses the movement trajectory of a moving object by a compression function and reports only the compression parameters, which drastically reduces the total amount of data communications required for tracking operations. DTTC supports a broad class of movement trajectories using two techniques, DC-compression and SW-compression, which are designed to minimize the total number of segments to be compressed. Furthermore, we pro pose an efficient trajectory segmentation scheme, which helps both compression techniques to compress movement trajectory more accurately at less computation cost. An extensive simulation has been conducted to compare DTTC with competing prediction-based tracking technique, DPR. Simulation results show that DTTC exhibits superior performance in terms of accuracy, communication cost and computation cost and soundly outperforms DPR with all types of movement trajectories
Keywords :
data compression; delays; prediction theory; tolerance analysis; tracking; wireless sensor networks; DC-compression; DTTC; SW-compression; delay-tolerant trajectory compression; innetwork data compression; object tracking sensor network; prediction-based tracking; Acoustic sensors; Computational efficiency; Computational modeling; Computer networks; Delay; Disruption tolerant networking; Predictive models; Sensor phenomena and characterization; Tracking; Trajectory;
Conference_Titel :
Sensor Networks, Ubiquitous, and Trustworthy Computing, 2006. IEEE International Conference on
Conference_Location :
Taichung
Print_ISBN :
0-7695-2553-9
DOI :
10.1109/SUTC.2006.1636210