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Robust Power Allocation Algorithms for Wireless Relay Networks

机译:无线中继网络的鲁棒功率分配算法

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Resource allocation promises significant benefits in wireless networks. In order to fully reap these benefits, it is important to design efficient resource allocation algorithms. Here, we develop relay power allocation (RPA) algorithms for coherent and noncoherent amplify-and-forward (AF) relay networks. The goal is to maximize the output signal-to-noise ratio under individual as well as aggregate relay power constraints. We show that these RPA problems, in the presence of perfect global channel state information (CSI), can be formulated as quasiconvex optimization problems. In such settings, the optimal solutions can be efficiently obtained via a sequence of convex feasibility problems, in the form of second-order cone programs. The benefits of our RPA algorithms, however, depend on the quality of the global CSI, which is rarely perfect in practice. To address this issue, we introduce the robust optimization methodology that accounts for uncertainties in the global CSI. We show that the robust counterparts of our convex feasibility problems with ellipsoidal uncertainty sets are semi-definite programs. Our results reveal that ignoring uncertainties associated with global CSI often leads to poor performance, highlighting the importance of robust algorithm designs in practical wireless networks.
机译:资源分配有望在无线网络中带来巨大的好处。为了充分获得这些好处,设计有效的资源分配算法很重要。在这里,我们为相干和非相干放大转发(AF)中继网络开发了中继功率分配(RPA)算法。目标是在单个以及总的继电器功率限制下最大化输出信噪比。我们表明,在存在完美的全局信道状态信息(CSI)的情况下,这些RPA问题可以公式化为拟凸优化问题。在这种情况下,可以通过一系列凸的可行性问题以二阶锥规划的形式有效地获得最优解。但是,我们的RPA算法的优势取决于全局CSI的质量,而在实践中,CSI的质量很少是完美的。为了解决此问题,我们引入了健壮的优化方法,该方法可解决全球CSI中的不确定性。我们证明了带有椭圆不确定性集的凸可行性问题的鲁棒对应物是半定程序。我们的结果表明,忽略与全局CSI相关的不确定性通常会导致性能不佳,从而突出了可靠的算法设计在实际无线网络中的重要性。

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