GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION

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	GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION
	Liu, Weirong 1,2; Yi, Jianqiang2 ; Zhao, Dongbin2
发表期刊	INTELLIGENT AUTOMATION AND SOFT COMPUTING
	2009
卷号	15 期号:2 页码:237-248
文章类型	Article
摘要	Based on optimal theory, Kelly model realizes the bandwidth allocation on network with proportional fairness and has asymptotical stability. However, the primal algorithm of Kelly model leads to the packet accumulation in the queue of the bottleneck link. By using heuristic fuzzy rules, this paper designs a fuzzy controller to adjust the additive increase parameter of the primal algorithm dynamically. Then genetic algorithm is used to optimize the scaling gains of the fuzzy controller, which is called GA-based fuzzy controller in this paper. The primal algorithm with the GA-based fuzzy controller can avoid the packet accumulation and keep the fairness and asymptotical stability. Thus it improves the performance of the primal algorithm.
关键词	Intelligent Control Genetic Algorithm Fuzzy Control Network Congestion Control
WOS标题词	Science & Technology ; Technology
关键词[WOS]	EVOLUTIONARY ALGORITHMS ; CONTROL-SYSTEMS ; DESIGN ; STABILITY ; FAIRNESS
收录类别	SCI
语种	英语
WOS研究方向	Automation & Control Systems ; Computer Science
WOS类目	Automation & Control Systems ; Computer Science, Artificial Intelligence
WOS记录号	WOS:000264661000009
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/3563
专题	多模态人工智能系统全国重点实验室_平行智能技术与系统团队
作者单位	1.Cent S Univ, Sch Informat Sci & Engn, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Inst Automat, Lab Complex Syst & Intelligence Sci, Beijing 100080, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Liu, Weirong,Yi, Jianqiang,Zhao, Dongbin. GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION[J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING,2009,15(2):237-248.
APA	Liu, Weirong,Yi, Jianqiang,&Zhao, Dongbin.(2009).GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION.INTELLIGENT AUTOMATION AND SOFT COMPUTING,15(2),237-248.
MLA	Liu, Weirong,et al."GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION".INTELLIGENT AUTOMATION AND SOFT COMPUTING 15.2(2009):237-248.

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