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Association optimization based on access fairness for Wi-Fi networks

机译:基于访问公平性的Wi-Fi网络关联优化

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Densification of Wi-Fis networks has led to the possibility for a wireless station to choose between several access points (APs), improving coverage, wireless link quality and mobility. But densification of APs may generate interference, contention and decrease the global throughput as these APs have to share a limited number of channels. The recent trend in which Wi-Fi networks are managed in a centralized way offers the opportunity to alleviate this problem through a global optimization of the resource usage. In particular, optimizing the association step between APs and stations can increase the overall throughput and fairness between stations. In this paper, we propose an original solution to this optimization problem based on two contributions. First, we propose a mathematical model to evaluate and forecast the throughput obtainable for each station for a given association. The best association is then defined as the one that maximizes a logarithmic utility function using the stations' throughputs predicted by the model. The use of a logarithmic utility function allows to achieve a good trade-off between overall throughput and fairness. A heuristic based on a local search algorithm is used to propose approximate solutions to this optimization problem. It relies on a suitable neighborhood structure between associations. This approach has the benefit to be tuned according to the CPU and time constraints of the WLAN controller. A comparison between different heuristic versions and the optimum solution shows that the proposed heuristic offers solutions very close to the optimum with a significant gain of time. We also evaluated our solution with the simulator NS-3 on a large set of scenarios and configurations. It empirically demonstrates that our proposal improves the overall throughput and the fairness of the network. (C) 2018 Elsevier B.V. All rights reserved.
机译:Wi-Fis网络的密集化导致无线站有可能在多个接入点(AP)之间进行选择,从而提高了覆盖范围,无线链路质量和移动性。但是,由于这些AP必须共享有限数量的信道,因此AP的密集化可能会产生干扰,争用并降低全局吞吐量。以集中方式管理Wi-Fi网络的最新趋势提供了通过全局优化资源使用来缓解此问题的机会。特别地,优化AP与站之间的关联步骤可以增加站之间的整体吞吐量和公平性。在本文中,我们基于两个贡献提出了针对此优化问题的原始解决方案。首先,我们提出一个数学模型来评估和预测给定关联下每个站点可获得的吞吐量。然后,将最佳关联定义为使用该模型预测的站的吞吐量最大化对数效用函数的关联。对数效用函数的使用允许在总体吞吐量和公平性之间取得良好的折衷。基于局部搜索算法的启发式算法用于针对此优化问题提出近似解决方案。它依赖于关联之间合适的邻域结构。这种方法的好处是可以根据CPU和WLAN控制器的时间限制进行​​调整。不同启发式版本和最佳解决方案之间的比较表明,所提出的启发式方法可提供与非常接近最佳值的解决方案,并且可以节省大量时间。我们还使用模拟器NS-3在大量方案和配置上评估了我们的解决方案。它从经验上证明了我们的建议提高了整体吞吐量和网络的公平性。 (C)2018 Elsevier B.V.保留所有权利。

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