Title :
ARED: a novel adaptive congestion controller
Author :
Xu, Yue-Dong ; Wang, Zhen-Yu ; Wang, Hua
Author_Institution :
Sch. of Software Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
Active queue management (AQM) is an effective method to provide an early notification of network congestion by proactively dropping or marking packets. In this paper, we propose a novel adaptive RED scheme in order to overcome the drawbacks of original RED gateway, which adjust the maximum drop ratio to keep the average queue length around the target value using gradient descent method based on discrete deterministic mathematical model of TCP/RED. Our adaptive RED scheme not only maintains its performance independent of traffic loads, but also converges to the target value faster than other enhanced RED algorithms. Moreover, simulation results show that our adaptive RED outperforms existing AQMs like PI and REM at least in the perspective of queue dynamics.
Keywords :
adaptive control; closed loop systems; frame relay; gradient methods; queueing theory; telecommunication congestion control; telecommunication traffic; transport protocols; RED gateway; TCP; active queue management; adaptive RED scheme; adaptive congestion controller; discrete deterministic mathematical model; gradient descent method; traffic load; Adaptive control; Communication system traffic control; Control systems; Internet; Mathematical model; Programmable control; Quality of service; TCPIP; Telecommunication traffic; Traffic control; Active Queue Management; Adaptive RED; Congestion Control; Gradient Decrease; RED; TCP;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527036