Title :
CoTracks: A New Lossy Compression Schema for Tracking Logs Data Based on Multiparametric Segmentation
Author :
Balzano, Walter ; Sorbo, Maria Rosaria Del
Author_Institution :
Dipt. di Sci. Fis., Univ. di Napoli Federico II, Naples, Italy
Abstract :
A massive diffusion of positioning devices and services, transmitting and producing spatio-temporal data, raised space complexity problems and pulled the research focus toward efficient and specific algorithms to compress these huge amount of stored or flowing data. Co Tracks algorithm has been projected for a lossy compression of GPS data, exploiting analogies between all their spatio-temporal features. The original contribution of this algorithm is the consideration of the altitude of the track, an elaboration of 3D data and a dynamic vision of the moving point, because the speed, tightly linked to the time, is supposed to be one of the significant parameters in the uniformity search. Minimum Bounding Box has been the tool employed to group data points and to generate the key points of the approximated trajectory. The compression ratio, resulting also after a further Huffman coding, appears attractively high, suggesting new interesting developments of this new technique.
Keywords :
Global Positioning System; Huffman codes; data compression; tracking; 3D data; CoTracks algorithm; GPS data lossy compression; Huffman coding; approximated trajectory; compression ratio; logs data tracking; lossy compression schema; massive diffusion; minimum bounding box; multiparametric segmentation; space complexity problem; spatio-temporal data; uniformity search; Algorithm design and analysis; Approximation algorithms; Approximation methods; Global Positioning System; Heuristic algorithms; Libraries; Trajectory; GPS; Minimum Bounding Box; tracking logs data lossy compression;
Conference_Titel :
Data Compression, Communications and Processing (CCP), 2011 First International Conference on
Conference_Location :
Palinuro
Print_ISBN :
978-1-4577-1458-0
Electronic_ISBN :
978-0-7695-4528-8
DOI :
10.1109/CCP.2011.37