DocumentCode
2042620
Title
Bandwidth Provisioning in Internet Access Nodes Using EWMA and ADM Algorithms
Author
Inaty, Elie ; Sleiman, Marwan
Author_Institution
Dept. of Comput. Eng., Univ. of Balamand, Lebanon
fYear
2007
fDate
24-27 Nov. 2007
Firstpage
528
Lastpage
531
Abstract
Nowadays there is a tremendous debate about the treatment required for managing the heavily loaded and expanding traffic demands. Building a universal communication system is extremely challenging, given the lack of scalable communication technologies. Researchers have recently been seeking for solutions and expansions for the existing networking models; they have been focusing on optimizing the use of available resources like bandwidth and hardware. In this paper, we studied Internet bandwidth provisioning in Internet access nodes. We gathered Internet traffic and then we use the exponentially weighted moving average (EWMA) and the adaptive dynamic model (ADM) algorithms to predict the traffic bandwidth. Using real Internet traffic, we have shown that the EWMA algorithm is better that the ADM algorithm in provisioning of bandwidth in Internet access nodes.
Keywords
Internet; bandwidth allocation; moving average processes; telecommunication traffic; ADM algorithms; EWMA algorithms; Internet access nodes; Internet traffic; adaptive dynamic model algorithms; bandwidth provisioning; exponentially weighted moving average algorithms; universal communication system; Bandwidth; Communication system traffic; Communications technology; Hardware; Heuristic algorithms; Internet; Prediction algorithms; Predictive models; Telecommunication traffic; Traffic control; ADM; EWMA; Internet traffic; dynamic bandwidth provisioning; internet pricing;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing and Communications, 2007. ICSPC 2007. IEEE International Conference on
Conference_Location
Dubai
Print_ISBN
978-1-4244-1235-8
Electronic_ISBN
978-1-4244-1236-5
Type
conf
DOI
10.1109/ICSPC.2007.4728372
Filename
4728372
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