DocumentCode :
2731858
Title :
Fuzzy logic target utilization and prediction for traffic control
Author :
Lim, Hiam Hiok ; Qiu, Bin
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Monash Univ., Clayton, Vic., Australia
Volume :
3
fYear :
2000
fDate :
2000
Firstpage :
1644
Abstract :
This paper presents a novel closed-loop traffic controller which is based on fuzzy set and fuzzy logic theory. The proposed controller has stable and robust operations under long round-trip delays and it does not use complicated analytical methods. A key feature of the controller is its ability to target link utilization dynamically based on the predicted future buffer condition in the switch. This is achieved by using fuzzy logic target utilization and fuzzy logic prediction. The prediction estimates the queue length one round-trip delay ahead. The predicted queue length, together with the queue growth rate and current queue length are used to produce a target utilization factor. The proposed fuzzy logic traffic control scheme is applied to both approximate and exact fair rate computation switch algorithms. The performance of fuzzy logic traffic control scheme is then compared with conventional schemes. Simulation results show that the fuzzy logic control scheme significantly reduces convergence time and overall buffer size requirements. It also exhibits lower queueing delay, delay variation and cell loss ratio
Keywords :
buffer storage; closed loop systems; delays; fuzzy control; fuzzy logic; queueing theory; telecommunication congestion control; telecommunication switching; telecommunication traffic; buffer size requirements; cell loss ratio; closed-loop traffic controller; convergence time; delay; delay variation; fair rate computation switch algorithms; future buffer condition; fuzzy logic prediction; fuzzy logic target utilization; fuzzy set theory; link utilization; prediction; queue growth rate; queue length; traffic control; Computational modeling; Convergence; Delay estimation; Fuzzy control; Fuzzy logic; Fuzzy set theory; Robust control; Size control; Switches; Traffic control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Telecommunications Conference, 2000. GLOBECOM '00. IEEE
Conference_Location :
San Francisco, CA
Print_ISBN :
0-7803-6451-1
Type :
conf
DOI :
10.1109/GLOCOM.2000.891916
Filename :
891916
Link To Document :
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