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Linear-Feedback Sum-Capacity for Gaussian Multiple Access Channels

机译:高斯多路访问信道的线性反馈和容量

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摘要

The capacity region of the $N$-sender Gaussian multiple access channel with feedback is not known in general. This paper studies the class of linear-feedback codes that includes (nonlinear) nonfeedback codes at one extreme and the linear-feedback codes by Schalkwijk and Kailath, Ozarow, and Kramer at the other extreme. The linear-feedback sum-capacity ${C_{rm L}}(N,P)$ under symmetric power constraints $P$ is characterized, the maximum sum-rate achieved by linear-feedback codes when each sender has the equal block power constraint $P$. In particular, it is shown that Kramer''s code achieves this linear-feedback sum-capacity. The proof involves the dependence balance condition introduced by Hekstra and Willems and extended by Kramer and Gastpar, and the analysis of the resulting nonconvex optimization problem via a Lagrange dual formulation. Finally, an observation is presented based on the properties of the conditional maximal correlation—an extension of the Hirschfeld-Gebelein-Rényi maximal correlation—which reinforces the conjecture that Kramer''s code achieves not only the linear-feedback sum-capacity, but also the sum-capacity itself (the maximum sum-rate achieved by arbitrary feedback codes).
机译:通常不知道具有反馈的$ N $发送者高斯多址信道的容量区域。本文研究了线性反馈代码的类别,其中一个极端包括(非线性)非反馈代码,另一极端包括Schalkwijk和Kailath,Ozarow和Kramer的线性反馈代码。表征了在对称功率约束$ P $下的线性反馈总和容量$ {C_ {rm L}}(N,P)$,其特征在于,当每个发送器具有相同的块功率时,线性反馈码可实现的最大总速率约束$ P $。特别是,它显示了Kramer的代码实现了这种线性反馈求和能力。证明涉及Hekstra和Willems引入并由Kramer和Gastpar扩展的依赖关系平衡条件,以及通过拉格朗日对偶公式对由此产生的非凸优化问题的分析。最后,基于条件最大相关性的性质(Hirschfeld-Gebelein-Rényi最大相关性的扩展)提出了一个观察结果,这进一步证明了克莱默的代码不仅实现了线性反馈求和能力,而且还实现了推测。还有求和能力本身(通过任意反馈代码获得的最大求和速率)。

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