Multi-Attribute Network Selection by Iterative TOPSIS for Heterogeneous Wireless Access

F. Bari, V. Leung
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引用次数: 142

Abstract

Contemporary multimedia consumer devices are increasingly obtaining network connectivity mostly through wireless means. In order to economically support the mobile lifestyle of users, a new class of multimodal consumer devices has emerged that are equipped with heterogeneous wireless access capability. Inter-working of heterogeneous packet switched wireless networks, e.g., cellular and WLANs, via IP is a key step to provide ubiquitous service delivery via seamless connectivity of consumer devices. These wireless networks have a diverse range of capabilities and therefore selection of a specific network to optimize service delivery is an issue. Various algorithms have been proposed for use in the decision making process, with the class of Multi Attribute Decision Making (MADM) methods being one of the most promising. MADM methods, however, are known to suffer from ranking abnormalities. This paper applies TOPSIS, a MADM algorithm, to the problem of network selection. The causes of ranking abnormalities in TOPSIS are analyzed. An improvement to the algorithm as applied to the problem of network selection, where only the top ranking alternatives are considered important for decision making, is proposed. The new approach iteratively applies TOPSIS to the problem, removing the bottom ranked candidate network after each iteration. Simulation results are presented to demonstrate the effectiveness of the proposed iterative TOPSIS approach.
基于迭代TOPSIS的异构无线接入多属性网络选择
当代多媒体消费设备越来越多地通过无线方式获得网络连接。为了经济地支持用户的移动生活方式,一类新的多模式消费设备已经出现,它们配备了异构无线接入能力。通过IP实现异构分组交换无线网络(例如蜂窝和wlan)的互连是通过消费者设备的无缝连接提供无处不在的服务交付的关键步骤。这些无线网络具有各种各样的功能,因此选择特定的网络来优化服务交付是一个问题。在决策过程中,已经提出了各种各样的算法,其中多属性决策(MADM)方法是最有前途的一种。然而,已知MADM方法存在排序异常。本文将一种MADM算法TOPSIS应用于网络选择问题。分析了TOPSIS中排名异常的原因。提出了一种改进算法,用于网络选择问题,其中只有排名最高的备选方案被认为对决策重要。新方法迭代地将TOPSIS应用于问题,在每次迭代后去除排名垫底的候选网络。仿真结果验证了所提出的迭代TOPSIS方法的有效性。
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