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Location Aware Opportunistic Bandwidth Sharing between Static and Mobile Users with Stochastic Learning in Cellular Networks

机译:位置感知静态和移动之间的机会带宽共享   在蜂窝网络中使用随机学习的用户

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摘要

We consider location-dependent opportunistic bandwidth sharing between staticand mobile downlink users in a cellular network. Each cell has some fixednumber of static users. Mobile users enter the cell, move inside the cell forsome time and then leave the cell. In order to provide higher data rate tomobile users, we propose to provide higher bandwidth to the mobile users atfavourable times and locations, and provide higher bandwidth to the staticusers in other times. We formulate the problem as a long run average rewardMarkov decision process (MDP) where the per-step reward is a linear combinationof instantaneous data volumes received by static and mobile users, and find theoptimal policy. The transition structure of this MDP is not known in general.To alleviate this issue, we propose a learning algorithm based on singletimescale stochastic approximation. Also, noting that the unconstrained MDP canbe used to solve a constrained problem, we provide a learning algorithm basedon multi-timescale stochastic approximation. The results are extended toaddress the issue of fair bandwidth sharing between the two classes of users.Numerical results demonstrate performance improvement by our scheme, and alsothe trade-off between performance gain and fairness.
机译:我们考虑了蜂窝网络中静态和移动下行用户之间位置相关的机会带宽共享。每个单元都有一定数量的静态用户。移动用户进入该单元,在单元内移动一段时间,然后离开该单元。为了向移动用户提供更高的数据速率,我们建议在合适的时间和位置为移动用户提供更高的带宽,而在其他时间为静态用户提供更高的带宽。我们将问题表述为长期平均奖励马尔可夫决策过程(MDP),其中每步奖励是静态和移动用户接收到的瞬时数据量的线性组合,并找到了最佳策略。该MDP的过渡结构通常是未知的。为了缓解这一问题,我们提出了一种基于单时标随机逼近的学习算法。另外,注意到无约束的MDP可以用来解决约束问题,我们提供了一种基于多时标随机逼近的学习算法。结果被扩展到解决两类用户之间公平带宽共享的问题。数值结果证明了我们的方案改善了性能,并且在性能增益和公平性之间进行了权衡。

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