DocumentCode
2989780
Title
A fuzzy algorithm for adaptive multilevel queue management with QoS feedback
Author
Rezaee, Ali ; Rahmani, Amir Masoud ; Adabi, Sahar ; Adabi, Sepideh
Author_Institution
Dept. of Comput. Eng., Islamic Azad Univ., Tehran, Iran
fYear
2011
fDate
4-8 July 2011
Firstpage
121
Lastpage
127
Abstract
Multilevel and multiclass queuing is very common in systems having QoS related concerns and one of the most common and well-know approaches is Weighted Fair Queuing (WFQ). In WFQ there are multiple queues and each one is dedicated for a distinct class of jobs or traffic and there is a weight value assigned to each queue to indicate the number of jobs that has to be picked from the queue in next round. This approach uses fixed predefined weight values tuned by system administrator with knowledge about system´s characteristics. In this paper we extend WFQ approach by adding a fuzzy inference system and QoS measurement component. The proposed algorithm uses its easy-to-extend and agile knowledge base to configure the queue weights dynamically and autonomously in reaction to recent QoS metrics to achieve better performance and improved QoS. The Proposed method tailored to be used in virtual resource management environments especially in Grid services. To evaluate the performance of the proposed algorithm, simulation software used to compare it with well-known queue management approaches. The simulation results confirm the validity of the proposed algorithm.
Keywords
fuzzy reasoning; quality of service; queueing theory; QoS feedback; QoS measurement component; adaptive multilevel queue management; fixed predefined weight values; fuzzy algorithm; fuzzy inference system; grid services; multiclass queuing; multilevel queuing; multiple queues; virtual resource management; weighted fair queuing; Algorithm design and analysis; Bandwidth; Heuristic algorithms; Inference algorithms; Loss measurement; Quality of service; Round robin; Adaptive Dynamic Fuzzy Queue Management; Grid Services; Multilevel Queue Management; QoS;
fLanguage
English
Publisher
ieee
Conference_Titel
High Performance Computing and Simulation (HPCS), 2011 International Conference on
Conference_Location
Istanbul
Print_ISBN
978-1-61284-380-3
Type
conf
DOI
10.1109/HPCSim.2011.5999815
Filename
5999815
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