Title :
Heuristic Active Queue Management with Hazard rate function
Author :
Xunli Fan ; Jie Wang ; Lin Guan ; Li Gao ; Xingang Wang
Author_Institution :
Sch. of Inf. Sci. & Technol., Northwest Univ., Xi´an, China
Abstract :
This paper presents a heuristic packet loss approach based on Adaptive Random Early Detection (ARED) mechanism to maintain the instantaneous queue length in the buffer and estimate the packet dropping probability. The proposed scheme named as Hazard rate based Heuristic ARED (HHA) by utilizing the hazard rate function of Weibull distribution in ARED. NS2 is used to implement the simulation. Statistical evaluation is performed to show the correctness and effectiveness of the proposed scheme and simulation results. The obtained simulation results demonstrate that HHA has the best performance in contrast to ARED, Random Exponent Marking (REM) and Proportional-Integral-Derivative (PID) under both the light traffic load and the heavy traffic load in the following aspects: the packet loss rate and the instantaneous queue length.
Keywords :
Weibull distribution; heuristic programming; probability; queueing theory; statistical analysis; telecommunication network management; NS2 simulation; adaptive random early detection mechanism; hazard rate based heuristic ARED; hazard rate function; heuristic active queue management; heuristic packet loss approach; instantaneous queue length; light traffic load; packet dropping probability; packet loss rate; proportional-integral-derivative; random exponent marking; statistical evaluation; Delay; Educational institutions; Equations; Hazards; Mathematical model; Simulation; Weibull distribution; Active Queue Management; Adaptive Random Early Marking; Hazard Rate Function; Heuristic Algorithm; Weibull Distribution;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-180-9
DOI :
10.1109/FSKD.2011.6019958