Dynamic QoS provisioning in DiffServ domains using fuzzy logic controllers

被引:2
作者
Fernandez, MP
Pedroza, ADCP
De Rezende, JF
机构
[1] Univ Fed Fluminense, Inst Computac, BR-24210240 Niteroi, RJ, Brazil
[2] Univ Fed Rio de Janeiro, COPPE, PEE, Dept Elect,GTA, BR-21945 Rio De Janeiro, Brazil
关键词
quality of service; DiffServ; network provisioning;
D O I
10.1023/B:TELS.0000029018.27926.04
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Most work on Differentiated Services (DiffServ) handles Quality of Service (QoS) provisioning on a per node basis, which assumes that this strategy would provide QoS in the entire domain. Nevertheless, this approach could fail in large domains with multiple flow aggregation and unexpected input traffic. Therefore, provisioning techniques should be used to avoid unexpected overloads that result in QoS fluctuations. A proposal using fuzzy controllers to reconfigure DiffServ nodes according to both incoming traffic and the actual QoS is given. However, it is not easy to specify fuzzy rule bases and membership functions that optimize controller performance. Thus, we also propose a methodology to choose fuzzy controller parameters using the Wang-Mendel and genetic algorithms. Finally, we evaluate the performance of this model by simulation of an IP Telephony application in a DiffServ domain.
引用
收藏
页码:9 / 32
页数:24
相关论文
共 34 条
[1]  
[Anonymous], INF PROCESS
[2]  
Blake Steven, 1998, 2475 RFC
[3]   Policy-based networking architecture for QoS interworking in IP management [J].
Blight, DC ;
Hamada, T .
INTEGRATED NETWORK MANAGEMENT VI: DISTRIBUTED MANAGEMENT FOR THE NETWORKED MILLENNIUM, 1999, :813-826
[4]  
CALVERT K, 1997, IEEE COMMUNICATI JUN
[5]   Design of a fuzzy traffic controller for ATM networks [J].
Cheng, RG ;
Chang, CJ .
IEEE-ACM TRANSACTIONS ON NETWORKING, 1996, 4 (03) :460-469
[6]  
CORDON O, 1999, DECSAI99108 U GRAN
[7]  
FERNANDEZ MP, 2001, IEEE GLO TEL C GLOBE
[8]  
FERNANDEZ MP, 2001, 17 INT TEL C ITC 17
[9]  
FLEGKAS P, 2001, WORKSH POL DISTR SYS
[10]   A survey of recent advances in fuzzy logic in telecommunications networks and new challenges [J].
Ghosh, S ;
Razouqi, Q ;
Schumacher, HJ ;
Celmins, A .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1998, 6 (03) :443-447