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Approximate Optimization for Proportional Fair AP Association in Multi-rate WLANs

机译:多速率WLAN中比例公平AP协会的近似优化

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In this study, we investigate the problem of achieving proportional fairness via Access Point (AP) association in multi-rate WLANs. This problem is formulated as a non-linear program with an objective function of maximizing the total user bandwidth utilities in the whole network. It is NP-hard, and therefore effort in this paper is made to seek approximate solutions. We propose a centralized algorithm to derive the user-AP association via relaxation. Such a relaxation may cause a large integrality gap. Therefore a compensation function is introduced to guarantee that our algorithm can achieve at least half of the optimal solution in the worst-case scenario theoretically. Extensive simulation study has been reported to validate and compare the performances of our algorithms with those of the state-of-the-art.
机译:在这项研究中,我们调查了多速率WLAN中的接入点(AP)关联实现比例公平的问题。该问题被制定为非线性程序,具有目标函数,最大化整个网络中的总用户带宽实用程序。它是NP - 硬,因此在本文中的努力是为了寻求近似解决方案。我们提出了一种集中式算法,通过放松导出用户AP协会。这种放松可能导致大的完整性差距。因此,引入了补偿功能以保证我们的算法理论上可以在最坏情况下在最坏情况下实现至少一半的最佳解决方案。据报道,广泛的仿真研究验证并比较了我们算法与最先进的算法的表现。

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