DocumentCode :
3139085
Title :
A client-based QoS approach using generalized extreme value theorem in multi-hop network environments
Author :
Kamel, Ammar ; Al-Fuqaha, Ala ; Benhaddou, Driss
Author_Institution :
Comput. Sci. Dept., Western Michigan Univ., Kalamazoo, MI, USA
fYear :
2012
fDate :
26-28 June 2012
Firstpage :
302
Lastpage :
307
Abstract :
Client-side QoS monitoring allows mobile clients to participate in the service evaluation process. Through this approach, mobile clients play proactive role to collect and measure network parameters (e.g., delay, bandwidth) and report any potential service degradation back to the service providers. Adopting this model provides a major enhancement to the service evaluation process by allowing service providers to tune their network resources for a better service performance. In this paper, we present a novel approach that evaluates service performance through collecting service measurements from mobile clients (MCs) in a multi-hop network environment. The proposed approach utilizes a System of Linear Equations (SLE) and Generalized Extreme Value Theorem (GEV) techniques to predict network link performance degradation by estimating the delay extremes on each hop of a given network topology. Consequently, service performance can be evaluated and improved through a continuous assessment process of the network´s links behavior over time. Our experimental analysis indicates that our proposed approach provides better prediction of the link delays.
Keywords :
mobile communication; quality of service; telecommunication network topology; client-based QoS approach; client-side QoS monitoring; continuous assessment process; delay estimation; generalized extreme value theorem technique; link delay prediction; mobile client; multihop network environment; network link performance degradation prediction; network topology; service degradation; service measurement; service performance evaluation; system of linear equation; Degradation; Delay; Mathematical model; Mobile communication; Mobile computing; Monitoring; Quality of service; Client-Based Quality of Service; Extreme Values; Generalized Extreme Value;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Communications and Information Technology (ICCIT), 2012 International Conference on
Conference_Location :
Hammamet
Print_ISBN :
978-1-4673-1949-2
Type :
conf
DOI :
10.1109/ICCITechnol.2012.6285813
Filename :
6285813
Link To Document :
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