Heuristic Active Queue Management with Hazard rate function

Xunli Fan; Jie Wang; Lin Guan; Li Gao; Xingang Wang

doi:10.1109/FSKD.2011.6019958

Heuristic Active Queue Management with Hazard rate function

Xunli Fan, Jie Wang, Lin Guan, Li Gao, Xingang Wang

Research output: Chapter in Book/Report/Conference proceeding › Conference proceeding › peer-review

3 Citations (Scopus)

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.

Original language	English
Title of host publication	Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011
Place of Publication	Piscataway, NJ
Publisher	IEEE
Pages	2281-2285
Number of pages	5
Volume	4
ISBN (Print)	9781612841816
DOIs	https://doi.org/10.1109/FSKD.2011.6019958
Publication status	Published - 2011
Event	2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11 - Shanghai, China Duration: 26 Jul 2011 → 28 Jul 2011

Conference

Conference	2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11
Country/Territory	China
City	Shanghai
Period	26/07/11 → 28/07/11

Keywords

Active Queue Management
Adaptive Random Early Marking
Hazard Rate Function
Heuristic Algorithm
Weibull Distribution

ASJC Scopus subject areas

Computational Theory and Mathematics
Computer Science Applications
Applied Mathematics

Access to Document

10.1109/FSKD.2011.6019958

Cite this

Fan, X, Wang, J, Guan, L, Gao, L & Wang, X 2011, Heuristic Active Queue Management with Hazard rate function. in Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011. vol. 4, 6019958, IEEE, Piscataway, NJ, pp. 2281-2285, 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11, Shanghai, China, 26/07/11. https://doi.org/10.1109/FSKD.2011.6019958

@inproceedings{cbca590027a842068bfe42669162ad80,

title = "Heuristic Active Queue Management with Hazard rate function",

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 = "Active Queue Management, Adaptive Random Early Marking, Hazard Rate Function, Heuristic Algorithm, Weibull Distribution",

author = "Xunli Fan and Jie Wang and Lin Guan and Li Gao and Xingang Wang",

year = "2011",

doi = "10.1109/FSKD.2011.6019958",

language = "English",

isbn = "9781612841816",

volume = "4",

pages = "2281--2285",

booktitle = "Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011",

publisher = "IEEE",

address = "United States",

note = "2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11 ; Conference date: 26-07-2011 Through 28-07-2011",

}

TY - GEN

T1 - Heuristic Active Queue Management with Hazard rate function

AU - Fan, Xunli

AU - Wang, Jie

AU - Guan, Lin

AU - Gao, Li

AU - Wang, Xingang

PY - 2011

Y1 - 2011

N2 - 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.

AB - 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.

KW - Active Queue Management

KW - Adaptive Random Early Marking

KW - Hazard Rate Function

KW - Heuristic Algorithm

KW - Weibull Distribution

U2 - 10.1109/FSKD.2011.6019958

DO - 10.1109/FSKD.2011.6019958

M3 - Conference proceeding

AN - SCOPUS:80053403085

SN - 9781612841816

VL - 4

SP - 2281

EP - 2285

BT - Proceedings - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011

PB - IEEE

CY - Piscataway, NJ

T2 - 2011 8th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2011, Jointly with the 2011 7th International Conference on Natural Computation, ICNC'11

Y2 - 26 July 2011 through 28 July 2011

ER -

Heuristic Active Queue Management with Hazard rate function

Abstract

Conference

Keywords

ASJC Scopus subject areas

Access to Document

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Cite this