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Analytic Hierarchy Process for Qos Evaluation of Mobile Data Networks

机译:移动数据网络Qos评估的层次分析过程

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The widespread demand for data applications over mobile networks requires that service providers guarantee a well-defined quality of service (QoS) for subscribers. Evaluating the QoS provided by service providers within a geographical area to determine which network provides the best QoS is a challenging task. The complex nature of mobile networks with multi-criteria and conflicting factors makes good decision making difficult. This paper presents a measurement-based method called Analytic Hierarchy Process (AHP) for evaluating QoS in application-specific and user-centric data on 3G mobile networks. The evaluation problem is formulated as a multi-criteria decision problem. Latency, jitter, data loss, and throughput are the parameters collected as criteria in drive testing over the mobile network. Decision matrix is applied to solve the problem by reaching a final ranking of the network based on the collected measured values of the problem parameters. A case study of 3G mobile networks in Uyo metropolis is used to show how this approach can be effective in ranking the QoS in data applications to determine which network provides the best QoS based on users’ perception of quality. The implemented results in Java indicate that Etisalat network is the alternative that offers the best QoS for web browsing application based on measured criteria. This is followed by Airtel and then MTN, while Glo is ranked least. The result provides useful information to decision makers for performance improvement on service quality.
机译:通过移动网络对数据应用程序的广泛需求要求服务提供商为订户保证良好定义的服务质量(QoS)。评估地理区域内服务提供商提供的QoS,以确定哪个网络提供最佳QoS是一项艰巨的任务。具有多个标准和冲突因素的移动网络的复杂性使做出好的决策变得困难。本文提出了一种基于测量的方法,称为层次分析法(AHP),用于评估3G移动网络中特定于应用程序和以用户为中心的数据中的QoS。评估问题被表述为多准则决策问题。延迟,抖动,数据丢失和吞吐量是在移动网络上进行路测时作为标准收集的参数。决策矩阵可通过根据问题参数的收集测量值达到网络的最终排名来解决问题。以Uyo大都市的3G移动网络为例,来说明这种方法如何有效地对数据应用中的QoS进行排名,从而根据用户对质量的看法来确定哪个网络可以提供最佳QoS。 Java中的已实现结果表明,Etisalat网络是根据测得的标准为Web浏览应用程序提供最佳QoS的替代方案。其次是Airtel,然后是MTN,而Glo排名最低。结果为决策者提供有用的信息,以改善服务质量。

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