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GENETIC ALGORITHM-BASED FUZZY CONTROLLER TO AVOID NETWORK CONGESTION

文献类型：期刊论文

作者Liu, Weirong1,2; Yi, Jianqiang2; Zhao, Dongbin2
刊名INTELLIGENT AUTOMATION AND SOFT COMPUTING
出版日期2009
卷号15期号:2页码:237-248
关键词intelligent control genetic algorithm fuzzy control network congestion control
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Automation & Control Systems ; Computer Science, Artificial Intelligence
研究领域[WOS]Automation & Control Systems ; Computer Science
关键词[WOS]EVOLUTIONARY ALGORITHMS ; CONTROL-SYSTEMS ; DESIGN ; STABILITY ; FAIRNESS
收录类别SCI
语种英语
WOS记录号WOS:000264661000009
源URL[http://ir.ia.ac.cn/handle/173211/3563]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
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
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.

入库方式： OAI收割

来源：自动化研究所

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