Title :
A queue buffer management algorithm based on traffic prediction in DiffServ architecture
Author :
Li, Du ; Yong-le, Guo
Author_Institution :
Coll. of Inf. Sci. & Technol., Northeastern Univ., Shenyang, China
Abstract :
In the DiffServ architecture, a queue buffer management algorithm-PARIO-C algorithm based on traffic prediction was proposed. The algorithm used Recursive Least Squares (RLS) method to predict the change of average queue length in the network, and combined Adaptive Random Early Detection (ARED) algorithm to adjust the parameter adaptively, thus achieved better control of network congestion. Experimental comparison with Random Early Detection with In/Out and Couple queue (RIO-C) algorithm on latency, jitter, packet loss rate, the results show that PARIO-C algorithm lower the scope of network jitter, and reduce the network latency and packet loss rate, so improve network QoS to a certain extent.
Keywords :
DiffServ networks; buffer storage; least squares approximations; quality of service; queueing theory; recursive estimation; DiffServ architecture; In/Out queue; PARIO-C algorithm; adaptive random early detection algorithm; couple queue; network QoS; network congestion; network jitter; network latency; network packet loss rate; queue buffer management algorithm; recursive least squares method; traffic prediction; Adaptive systems; Change detection algorithms; Communication system traffic control; Delay; Diffserv networks; Jitter; Least squares methods; Resonance light scattering; Telecommunication traffic; Traffic control; DiffServ; Packet Scheduling; Queue Buffer Management; Traffic Prediction;
Conference_Titel :
Logistics Systems and Intelligent Management, 2010 International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-7331-1
DOI :
10.1109/ICLSIM.2010.5461145