DocumentCode :
3369735
Title :
Preprocessing Position Data of Mobile Objects
Author :
Honle, N. ; Grossmann, Matthias ; Nicklas, Daniela ; Mitschang, Bernhard
Author_Institution :
Univ. Stuttgart, Stuttgart
fYear :
2008
fDate :
27-30 April 2008
Firstpage :
41
Lastpage :
48
Abstract :
We present the design and implementation of a component for the preprocessing of position data taken from moving objects. The movement of mobile objects is represented by piece wise functions over time that approximate the real object movement and significantly reduce the initial data volume such that efficient storage and analysis of object trajectories can be achieved. The maximal acceptable deviation - an input parameter of our algorithms - of the approximations also includes the uncertainty of the position sensor measurements. We analyze and compare five different lossy preprocessing methods. Our results clearly indicate that even with simple approaches, a more than sufficient overall performance can be achieved.
Keywords :
approximation theory; mobile communication; mobile computing; statistical analysis; approximation; lossy preprocessing; maximal acceptable deviation; mobile object; object movement; object trajectory; piece wise functions; position data preprocessing; position sensor measurement; Conference management; Containers; Data analysis; Databases; Error correction; Piecewise linear approximation; Piecewise linear techniques; Position measurement; Positron emission tomography; Vehicles;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mobile Data Management, 2008. MDM '08. 9th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-0-7695-3154-0
Electronic_ISBN :
978-0-7695-3154-0
Type :
conf
DOI :
10.1109/MDM.2008.27
Filename :
4511433
Link To Document :
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