DocumentCode :
2736883
Title :
Adaptive statistical sampling of VOIP traffic in WLAN and wired networks using Fuzzy Inference System
Author :
Dogman, A. ; Saatchi, R. ; Al-Khayatt, S. ; Nwaizu, H.
Author_Institution :
Fac. of Art, Comput., Eng. & Sci., Sheffield Hallam Univ., Sheffield, UK
fYear :
2011
fDate :
4-8 July 2011
Firstpage :
1731
Lastpage :
1736
Abstract :
Real-time audio and video applications generate vast amount of data in form of information packets. The collection and processing of all these packets in real time are not practically feasible. Therefore, an appropriate sampling technique is required in order to reduce the amount of collected data and their processing. In this paper, a statistical adaptive sampling technique to adjust sampling rate based on the traffic´s statistics was developed using a Fuzzy Inference System (FIS). The FIS determined the sampling rate by using a set of rules to interpret statistical variations in Quality of Service (QoS) parameters. A comparison of adaptive statistical sampling using FIS against systematic, stratified, and random sampling was also carried out. The Network Simulator- 2 (NS-2) was used to evaluate the operation of sampling techniques. The study indicated that biasness values of sampled traffic obtained from the developed adaptive sampling technique were closer to zero than the values obtained using conventional sampling techniques which indicates the effectiveness of the proposed method.
Keywords :
Internet telephony; fuzzy reasoning; quality of service; sampling methods; wireless LAN; FIS; VOIP traffic; WLAN; adaptive statistical sampling; fuzzy inference system; information packet; network simulator; quality of service; sampling technique; wired network; Adaptive systems; Delay; Jitter; Quality of service; Sampling methods; Systematics; Throughput; adaptive sampling; fuzzy inference system; network quality of service;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications and Mobile Computing Conference (IWCMC), 2011 7th International
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-9539-9
Type :
conf
DOI :
10.1109/IWCMC.2011.5982797
Filename :
5982797
Link To Document :
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