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Competitive Design of Multiuser MIMO Systems Based on Game Theory: A Unified View

机译:基于博弈论的多用户MIMO系统竞争设计:统一视角

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This paper considers the noncooperative maximization of mutual information in the Gaussian interference channel in a fully distributed fashion via game theory. This problem has been studied in a number of papers during the past decade for the case of frequency-selective channels. A variety of conditions guaranteeing the uniqueness of the Nash Equilibrium (NE) and convergence of many different distributed algorithms have been derived. In this paper we provide a unified view of the state-ofthe- art results, showing that most of the techniques proposed in the literature to study the game, even though apparently different, can be unified using our recent interpretation of the waterfilling operator as a projection onto a proper polyhedral set. Based on this interpretation, we then provide a mathematical framework, useful to derive a unified set of sufficient conditions guaranteeing the uniqueness of the NE and the global convergence of waterfilling based asynchronous distributed algorithms. The proposed mathematical framework is also instrumental to study the extension of the game to the more general MIMO case, for which only few results are available in the current literature. The resulting algorithm is, similarly to the frequency-selective case, an iterative asynchronous MIMO waterfilling algorithm. The proof of convergence hinges again on the interpretation of the MIMO waterfilling as a matrix projection, which is the natural generalization of our results obtained for the waterfilling mapping in the frequency-selective case.
机译:本文通过博弈论,以完全分布的方式考虑了高斯干扰信道中互信息的非合作最大化。在过去的十年中,针对频率选择通道的情况,在许多论文中都对此问题进行了研究。已经推导出了确保纳什均衡(NE)唯一性和许多不同分布式算法收敛的各种条件。在本文中,我们提供了有关最新结果的统一视图,表明即使在文献上提出的大多数研究游戏的技术,即使表面上明显不同,也可以使用我们最近对注水算子的解释来统一。投影到适当的多面体集合上。基于此解释,我们然后提供一个数学框架,可用于导出一组充分的条件,以保证NE的唯一性和基于注水的异步分布式算法的全局收敛性。所提出的数学框架也有助于研究将游戏扩展到更一般的MIMO情况,在当前文献中只有很少的结果可用。与频率选择情况类似,所得算法是迭代异步MIMO充水算法。收敛性的证明再次取决于将MIMO充水解释为矩阵投影,这是我们在频率选择情况下针对充水映射获得的结果的自然概括。

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