Multiobjective optimization of service delivery over a heterogeneous wireless access system

C. Fortuna, M. Mohorčič, Bogdan Filipie
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引用次数: 9

Abstract

This paper investigates the problem of optimal assignment of wireless interfaces for service delivery in the context of a heterogeneous wireless access system. We formulate service requests initiated by the applications running on the mobile device as a multiobjective optimization (MOO) problem: optimal mapping of application requirements to wireless interface while minimizing the monetary cost and maximizing the satisfaction with respect to QoS metrics. This problem is then solved for three different access scenarios using an exhaustive search algorithm and the NSGA-II MOO algorithm. Our aim is to demonstrate how MOO works in such a context, nevertheless for real life problems where exhaustive search cannot handle the problem, we expect NSGA-II to be a more appropriate tool. The results obtained by these algorithms are then discussed and their quality is compared to a more traditional cost function based on weighted sum.
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异构无线接入系统服务交付的多目标优化
本文研究了异构无线接入系统中无线接口的优化分配问题。我们将运行在移动设备上的应用程序发起的服务请求表述为一个多目标优化(MOO)问题:应用程序需求到无线接口的最佳映射,同时最小化货币成本并最大化对QoS指标的满意度。然后使用穷举搜索算法和NSGA-II MOO算法解决了三种不同的访问场景。我们的目标是演示MOO如何在这样的上下文中工作,然而,对于穷举搜索无法处理问题的现实生活问题,我们希望NSGA-II是一个更合适的工具。然后讨论了这些算法得到的结果,并将其质量与基于加权和的更传统的成本函数进行了比较。
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