Using fuzzy rules for network behavior identification: application for differentiated services in an Ethernet network

被引:1
作者
Bombardier, Vincent [1 ,2 ]
Georges, Jean-Philippe [1 ,2 ]
Rondeau, Eric [1 ,2 ]
Diouri, Idriss [1 ,2 ]
机构
[1] Univ Lorraine, CRAN, UMR 7039, Campus Sci,BP 70239, F-54506 Vandoeuvre Les Nancy, France
[2] CNRS, CRAN, UMR 7039, Paris, France
关键词
Fuzzy rules; fuzzy identification; fuzzy control; switched Ethernet network; quality of service; soft scheduling; CLASSIFICATION RULES; QOS MANAGEMENT; LOGIC; SYSTEMS;
D O I
10.2991/ijcis.11.1.24
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Quality of Service (QoS) offered by a network is based on criteria such as delay, jitter and message loss. QoS management is crucial to ensure that the network respects the communication constraints defined by the application requirements. The network must dynamically manage QoS according to the evolution of network usage. To control QoS, the network implements mechanisms to schedule and regulate traffic. The main issue is identifying the relationship between these mechanisms and their effects on QoS values. The objective of this paper is to propose a method, based on fuzzy logic, for identifying this relationship and reusing it to dynamically control QoS. This study only focuses on the impact of the Weighted Round Robin (WRR) scheduler on the delay in a switched Ethernet network. The fuzzy controller is implemented in a network simulation tool (Riverbed Modeler) to efficiently manage the delay in the network.
引用
收藏
页码:316 / 329
页数:14
相关论文
共 55 条
  • [1] Genetic learning of accurate and compact fuzzy rule based systems based on the 2-tuples linguistic representation
    Alcala, Rafael
    Alcala-Fdez, Jesus
    Herrera, Francisco
    Otero, Jose
    [J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2007, 44 (01) : 45 - 64
  • [2] [Anonymous], INT J ELECT ENG INFO
  • [3] [Anonymous], P C GEN EV COMP
  • [4] [Anonymous], ACAD OPEN INTERNET J
  • [5] [Anonymous], 2009, MACHINE LEARNING NEU
  • [6] [Anonymous], INT J ADV RES COMPUT
  • [7] [Anonymous], 1989, S P COMMUNICATIONS A, DOI DOI 10.1145/75246.75248
  • [8] [Anonymous], INT TEL S
  • [9] [Anonymous], TELECOMMUNICATION CO
  • [10] [Anonymous], 2007, THESIS