Yuval Elovici

Senior Academic

On packet loss modeling

An empirical assessment

Alfonso Iacovazzi, Daniel Frassinella, Yuval Elovici

Accurately modeling the packet loss behavior of network components is a longstanding problem due to the impact of loss on quality of service (QoS) management and optimization strategies for real-time multimedia applications. Although a few models have been proposed in the literature with the purpose of estimating the statistical behavior of packet loss processes, none of them correctly reflect the property of a network to form both bursts of consecutive losses and aggregates of single (and/or small bursts of) losses occurring at short distance from one another. In this paper we propose a new model that incorporates the characteristics of burstiness and aggregateness observable in a sequence of packet loss events. We also provide a comprehensive comparison of it and the current state-of-the- art models with traffic traces routed by a bottleneck node. Our results demonstrate our proposed model's ability to outperform the existing models, due to its capacity to capture this double essence of burstiness and aggregateness.

Publication language English
Pages 33-39
Publication status Published - 01.07.2017

Keywords

Packet loss
Quality of service
Traffic measurements

ASJC Scopus subject areas

Computer Networks and Communications
Hardware and Architecture
Safety, Risk, Reliability and Quality
Information Systems and Management
Access to Document
10.1109/NOF.2017.8251217
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Link to publication in Scopus