A model-free framework for coverage evaluation in device-to-device heterogeneous networks

Chun-Hung Liu
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Abstract

Consider a decentralized device-to-device (D2D) network consisting of K different types of D2D pairs in which the D2D pairs of each specific type form an independent homogeneous Poisson point process (PPP) and the transmitter (TX) of each D2D pair has a unique intended receiver (RX). For this heterogeneous network model, we develop a model-free tractable framework to analyze the coverage probability without any specific model assumptions for channel fading, stochastic transmit power and distance. First we device a novel approach to finding the Laplace transform of the reciprocal of the SIR which is used to characterize the model-free coverage probability of the D2D pair of each type. Our main analytical findings show that the model-free bounds of the coverage probability can be obtained and they reduce to a closed-form result as long as the received signal power has an Erlang distribution. These findings are applied to expound when the randomness of the received signal power benefits/jeopardizes the coverage probability and how to use the distributed stochastic power control to improve the coverage probability of each D2D pair.
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设备对设备异构网络中覆盖评估的无模型框架
考虑一个分散的设备到设备(D2D)网络,由K个不同类型的D2D对组成,其中每种特定类型的D2D对形成一个独立的均匀泊松点过程(PPP),每个D2D对的发送器(TX)有一个唯一的预期接收器(RX)。对于这种异构网络模型,我们开发了一个无模型可处理的框架来分析覆盖概率,而不需要对信道衰落、随机发射功率和距离进行任何特定的模型假设。首先,我们设计了一种新的方法来寻找SIR倒数的拉普拉斯变换,该变换用于表征每种类型的D2D对的无模型覆盖概率。我们的主要分析结果表明,只要接收到的信号功率具有Erlang分布,就可以得到覆盖概率的无模型边界,并将其简化为封闭形式的结果。应用这些发现,阐述了接收信号功率的随机性在什么情况下对覆盖概率有利/不利,以及如何利用分布式随机功率控制来提高每个D2D对的覆盖概率。
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