Dynamic QoS Solution for Enterprise Networks Using TSK Fuzzy Interpolation

Jie Li, Longzhi Yang, Xin Fu, Chao Fei, Yanpeng Qu

    Research output: Contribution to journalConference articlepeer-review

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    Abstract

    The Quality of Services (QoS) is the measure of data transmission quality and service availability of a network, aiming to maintain the data, especially delay-sensitive data such as VoIP, to be transmitted over the network with the required quality. Major network device manufacturers have each developed their own smart dynamic QoS solutions, such as AutoQoS supported by Cisco, CoS (Class of Service) by Netgear devices, and QoS Maps on SROS (Secure Router Operating System) provided by HP, to maintain the service level of network traffic. Such smart QoS solutions usually only work for manufacture qualified devices and otherwise only a pre-defined static policy mapping can be applied. This paper presents a dynamic QoS solution based on the differentiated services (DiffServ) approach for enterprise networks, which is able to modify the priority level of a packet in real time by adjusting the value of Differentiated Services Code Point (DSCP) in Internet Protocol (IP) header of network packets. This is implemented by a 0-order TSK fuzzy model with a sparse rule base which is developed by considering the current network delay, application desired priority level and user current priority group. DSCP values are dynamically generated by the TSK fuzzy model and updated in real time. The proposed system has been evaluated in a real network environment with promising results generated.
    Original languageEnglish
    Pages (from-to)1-6
    Number of pages6
    JournalIEEE International Fuzzy Systems Conference. Proceedings
    DOIs
    Publication statusPublished - 24 Aug 2017
    Event2017 IEEE International Conference on Fuzzy Systems - Royal-Continental Hotel, Naples, Italy
    Duration: 9 Jul 201712 Jul 2017
    https://ewh.ieee.org/conf/fuzz/fuzz-2017.pdf

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