The fuzzy-controller for WiMAX networks

O. Semenova, A. Semenov, O. Voznyak, Dmytro Mostoviy, Igor Dudatyev
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引用次数: 12

Abstract

WiMAX is a broadband wireless last mile technology providing high speeds for long distances and offering great flexibility. Scheduling in WiMAX became one of the most important tasks, because it is responsible for distributing available resources among users. A high level of quality of service and scheduling support is one of the most interesting features of the WiMAX standard. In modern telecommunication networks the access control techniques are widely used. That is because using such devices instead of traditional ones permits to increase accuracy and reliability of control. Fuzzy systems have replaced conventional techniques in many engineering applications, especially in control systems. In the article it is suggested to use a fuzzy controller for access control in WiMAX networks that allows avoiding congestion in networks. The main objective of this work is providing an implementation of the WiMAX standard using the dynamic fuzzy logic based priority scheduler. We propose to use a fuzzy controller having three input and one output linguistic variables. Input linguistic variables of the controller are waiting time, queue length and packet size, its output variable is priority. A block diagram of the fuzzy controller was developed. Linguistic variables, terms and membership functions for input and output values have been defined. The Waiting time linguistic variable has three terms: low, medium, high. The Queue length linguistic variable has three terms: short, medium, long. The Packet size linguistic variable has three terms: small, medium, large. The rules base consisting of twenty-seven rules has been developed. The fuzzy controller has been simulated using Matlab 6.5. Results of the simulation prove the accuracy and reliability of the fuzzy-controller's model.
WiMAX网络的模糊控制器
WiMAX是一种宽带无线最后一英里技术,提供长距离高速传输和极大的灵活性。调度在WiMAX中成为最重要的任务之一,因为它负责在用户之间分配可用资源。高质量的服务和调度支持是WiMAX标准最有趣的特性之一。在现代电信网络中,访问控制技术得到了广泛的应用。这是因为使用这种设备代替传统设备可以提高控制的准确性和可靠性。在许多工程应用中,特别是在控制系统中,模糊系统已经取代了传统的技术。本文建议在WiMAX网络中使用模糊控制器进行访问控制,以避免网络拥塞。这项工作的主要目标是使用基于动态模糊逻辑的优先级调度程序提供WiMAX标准的实现。我们建议使用具有三个输入和一个输出语言变量的模糊控制器。控制器的输入语言变量为等待时间、队列长度和数据包大小,其输出变量为优先级。给出了模糊控制器的框图。定义了输入和输出值的语言变量、术语和隶属函数。等待时间语言变量有三个术语:低、中、高。队列长度语言变量有三个术语:短、中、长。数据包大小语言变量有三个术语:小、中、大。开发了由27条规则组成的规则库。利用Matlab 6.5对模糊控制器进行了仿真。仿真结果证明了该模糊控制器模型的准确性和可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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