Title :
Mobile network traffic data compression by means of wavelet decomposition
Author :
Ardagna, Claudio A. ; Bernardoni, Elisa ; Damiani, Ernesto ; Reale, Salvatore
Author_Institution :
Dipt. di Tecnol. dell´´Inf., Univ. di Milano, Crema
Abstract :
Third generation mobile networks rely on an architecture where a certain number of operation and maintenance centers handle a large amount of information about the network behavior. In this scenario, the amount of traffic-related data may become so large that even straightforward processing tasks, such as off-line querying, become a serious challenge. In this paper we show how, by integrating different techniques for database performance improvement, we may efficiently compress databases containing hundreds of gigabytes of mobile network traffic data. Our application relies on a wavelet-based synopsis technique that strongly reduces database size and allows fast database access, while preserving query syntax and semantic, at the price of a bounded information loss. Our solution has been tested on data coming from the Chinese and Italian mobile networks.
Keywords :
data compression; database management systems; mobile communication; telecommunication traffic; wavelet transforms; data compression; database access; database performance improvement; database size reduction; mobile network; network behavior; network traffic; query syntax; wavelet decomposition; wavelet-based synopsis; Application software; Data compression; IP networks; Image databases; Monitoring; Relational databases; Sparse matrices; Telecommunication traffic; Traffic control; Wavelet analysis; Data Compression; Mobile Networks; Wavelets;
Conference_Titel :
Digital Ecosystems and Technologies, 2008. DEST 2008. 2nd IEEE International Conference on
Conference_Location :
Phitsanulok
Print_ISBN :
978-1-4244-1489-5
Electronic_ISBN :
978-1-4244-1490-1
DOI :
10.1109/DEST.2008.4635186