An architecture of a wavelet based approach for the approximate querying of huge sets of data in the telecommunication environment

  • Authors:
  • Ernesto Damiani;Stefania Marrara;Salvatore Reale;Massimiliano Torregiani

  • Affiliations:
  • Dipartimento di Tecnologie dell'Informazione, Università degli Studi di Milano, Crema (CR), Italy;Dipartimento di Tecnologie dell'Informazione, Università degli Studi di Milano, Crema (CR), Italy;Siemens Mobile Communications S.p.A., Cinisello Balsamo, MI, Italy;Siemens Mobile Communications S.p.A., Cinisello Balsamo, MI, Italy

  • Venue:
  • KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
  • Year:
  • 2005

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Abstract

Third generation mobile networks were designed to satisfy raising requests of performance, reliability and availability on behalf of customers all over the world. These networks have a new architecture where new Network Entities carry out complex functionalities and can serve many calls at the time. In order to grant high efficiency and the best performance of the network, such a complex scenario must be monitored and controlled by a certain number of Operation & Maintenance Centres (OMCs). Typically, these centres pose queries to the underlying DBMS that require complex operations over Gigabytes or Terabytes of disk-resident data, and thus, take a very long time to execute to completion and produce exact answers. Due to the exploratory nature of these applications, an exact answer may not be required, and a user may in fact prefer a fast, approximate answer. In this paper we propose an architecture for approximate query processing to be integrated in the OTS architecture of Siemens Mobile S.p.A. The main purpose of this paper is to propose a practical application of wavelet-based synopses techniques in order to improve the performances of the management system of real telecommunication network.