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Joint Optimization of Monitor Location and Network Anomaly Detection

Emna Salhi 1 Samer Lahoud 1 Bernard Cousin 1
1 ATNET - Advanced Technolgy in Networking
IRISA-D2 - RÉSEAUX, TÉLÉCOMMUNICATION ET SERVICES
Abstract : Achieving cost-effective systems for network performance monitoring has been the subject of many research works over the last few years. Most of them adopt a two-step approach. The first step assigns optimal locations to monitors, whereas the second step selects a minimal set of paths to be monitored. However, such an approach does not consider the trade-off between the optimization objectives of each step, and hence may lead to sub-optimal usage of network resources and biased measurements. In this paper, we propose to evaluate and reduce this trade-off. Toward this end, we come up with two ILP formulations for a novel monitoring cost model that apply for both passive and active monitoring. The aim is to minimize the monitor location cost and the anomaly detection cost jointly, thereby obtaining a monitoring solution that minimizes the total monitoring cost. Simulation results illustrate the interplay between the optimization objectives and evaluate the quality of the obtained monitoring solution.
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Submitted on : Tuesday, November 9, 2010 - 2:29:14 PM
Last modification on : Friday, July 10, 2020 - 4:11:01 PM
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  • HAL Id : inria-00534365, version 1

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Emna Salhi, Samer Lahoud, Bernard Cousin. Joint Optimization of Monitor Location and Network Anomaly Detection. IEEE LCN, Oct 2010, Denver, Colorado, United States. ⟨inria-00534365⟩

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