FLRED: an efficient fuzzy logic based network congestion control method

作者: Mosleh M. Abualhaj , Ahmad Adel Abu-Shareha , Mayy M. Al-Tahrawi

DOI: 10.1007/S00521-016-2730-9

关键词:

摘要: The number of applications running over computer networks has been increasing tremendously, which increased the packets network as well leading to resource contention, ultimately results in congestion. Congestion increases both delay and packet loss while reducing bandwidth utilization degrading performance. Network congestion can be controlled by several methods, such random early detection (RED), is most well-known widely used method alleviate problems caused However, RED its variants suffer from linearity parametrization problems. In this paper, we proposed a new called fuzzy logic (FLRED), extends integrating overcome these FLRED relies on average queue length (aql) speculated (DSpec) predict avoid at an stage. A discrete-time model simulate evaluate FLRED. showed that outperformed effective (ERED) decreasing under heavy Compared with ERED RED, decreased up 1.5 4.5% reduced 6 30%, respectively, These findings suggest promising save resources improve overall

参考文章(30)
H. Abdel-jaber, F. Thabtah, M. Mahafzah, M. Woodward, Fuzzy logic controller of Random Early Detection based on average queue length and packet loss rate international symposium on performance evaluation of computer and telecommunication systems. pp. 428- 432 ,(2008)
Neda Alipasandi, Bita Alipasandi, Shahram Jamali, An Improvement over Random Early Detection Algorithm: A Self-Tuning Approach Journal of Electrical and Computer Engineering Innovations (JECEI). ,vol. 2, pp. 57- 61 ,(2014) , 10.22061/JECEI.2014.242
James F. Kurose, Keith W. Ross, Computer Networking: A Top-Down Approach ,(2012)
Kang G. Shiny, Wu-chang Fengy, Dilip D. Kandlurz, Debanjan Sahaz, BLUE: A New Class of Active Queue Management Algorithms ,(1999)
Zhen-qiu ZHAN, Jie ZHU, Di XU, Stability analysis in an AVQ model of Internet congestion control algorithm The Journal of China Universities of Posts and Telecommunications. ,vol. 19, pp. 22- 28 ,(2012) , 10.1016/S1005-8885(11)60278-1
Babek Abbasov, Serdar Korukoglu, Effective RED: An algorithm to improve RED's performance by reducing packet loss rate Journal of Network and Computer Applications. ,vol. 32, pp. 703- 709 ,(2009) , 10.1016/J.JNCA.2008.07.001
C. Chrysostomou, A. Pitsillides, Y.A. Sekercioglu, Fuzzy explicit marking: A unified congestion controller for Best-Effort and Diff-Serv networks Computer Networks. ,vol. 53, pp. 650- 667 ,(2009) , 10.1016/J.COMNET.2008.11.002
Dong Lin, Robert Morris, None, Dynamics of random early detection acm special interest group on data communication. ,vol. 27, pp. 127- 137 ,(1997) , 10.1145/263105.263154
Kaiyu Zhou, Kwan L. Yeung, Victor O.K. Li, Nonlinear RED: a simple yet efficient active queue management scheme Computer Networks. ,vol. 50, pp. 3784- 3794 ,(2006) , 10.1016/J.COMNET.2006.04.007