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Plan de connaissance pour les réseaux sémantiques : application au contrôle d'admission

Abstract : Over the las few years, new ussages such as streaming or live video watching are increasingly representing a significant part of Internet traffic. Network operators face the challenge of satisfying the quality of experience expected by end-users while, in the same time, avoiding the over-provisioning of transmission links. Bandwidth management offers a wide spectrum of policies to overcome this issue. Possible options include congestion control, scheduling algorithms, traffic shaping and admission control. The initial objective of this thesis was to design of a new architecture of traffic management and quality of service for admission control. More precisely, we introduce a novel data-driven method based on a time-varying model that we refer to as Knowledge-Based Admission Control solutions (KBAC). Our KBAC solution consists of three main stages : (i) collect leasurments on the on-going traffic over the communication link ; (ii) maintain an up-to-date broad view of the link behavior, and feed it to a Knowledge Plane ; (iii) model the observed link behavior by a mono-server queue whose parameters are set auutomatically and which predicts the expected QoS if a flow requesting admission were to be accepted. our KBAC solution provides a probalistic guarantee whose admission thresold is either expressed, as a bounded dealy or as a bounded loss rate. We run extensive siçmulations using various traffic conditions to assess the behavior of our KBAC solution in the case of a delay thresold. The results show that our KBAC solution leads to a good trade-off between flow performance and resource utilization. This ability stems from the quick and autoamtic adjustment of its admission policy according to the actual variations on the traffic conditions. On the other hand, our KBAC solution avoids the critical step of precisely calibrating key parameters.
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Doreid Ammar. Plan de connaissance pour les réseaux sémantiques : application au contrôle d'admission. Autre [cs.OH]. Université Claude Bernard - Lyon I, 2012. Français. ⟨NNT : 2012LYO10257⟩. ⟨tel-00850153v2⟩

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