Separability, Asymptotics, and Applications of the SIR Meta Distribution in Cellular Networks

Separability, Asymptotics, and Applications of the SIR Meta Distribution in Cellular Networks
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DOI:
10.1109/twc.2020.2987563
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发表时间:
2020-04
影响因子:
10.4
通讯作者:
Ke Feng;M. Haenggi
Ke Feng;M. Haenggi
中科院分区:
计算机科学1区
文献类型:
--
作者:
Ke Feng;M. Haenggi

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信号干扰比(SIR)的元分布(MD)的干扰受限的无线网络中的链路性能的特点:它评估的分数的链路,达到SIR阈值$\theta $与可靠性以上$x $。在这项工作中,我们表明,在泊松网络中,对于任何独立的衰落和幂律路径损耗的指数$\alpha $,SIR MD可以表示为$\theta ^{-2/\alpha}$和$x $的函数的乘积时,$(\theta,x)$是在所谓的"可分离区域"。我们通过模拟表明,可分离的形式作为一个很好的近似的SIR MD在Ginibre和三角网格网络时,$\θ $被选择足够大。鉴于追求超可靠的传输,我们研究的SIR MD为$x\到1 $的一般蜂窝网络与瑞利衰落的渐近性。最后,我们应用我们的研究结果来表征链路速率的分布,其中每个链路传输的速率满足给定的可靠性$x $,和渐近分布的本地延迟,定义为一个消息被成功接收所需的传输次数。
The signal-to-interference-ratio (SIR) meta distribution (MD) characterizes the link performance in interference-limited wireless networks: it evaluates the fraction of links that achieve an SIR threshold $\theta $ with a reliability above $x$ . In this work, we show that in Poisson networks, for any independent fading and power-law path loss with exponent $\alpha $ , the SIR MD can be expressed as the product of $\theta ^{-2/\alpha }$ and a function of $x$ when $(\theta,x)$ is in the so-called “separable region”. We show by simulation that the separable form serves as a good approximation of the SIR MD in Ginibre and triangular lattice networks when $\theta $ is chosen large enough. Given the quest for ultra-reliable transmission, we study the asymptotics of the SIR MD as $x\to 1$ for general cellular networks with Rayleigh fading. Finally, we apply our results to characterize the distribution of the link rate, where each link transmits with a rate satisfying a given reliability $x$ , and the asymptotic distribution of the local delay, defined as the number of transmissions needed for a message to be received successfully.