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Coverage and Energy Efficiency Analysis for Two-Tier Heterogeneous Cellular Networks Based on Matérn Hard-Core Process

机译:基于Matérn硬核过程的两层异构蜂窝网络覆盖与能效分析

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Due to the dense deployment of base stations (BSs) in heterogeneous cellular networks (HCNs), the energy efficiency (EE) of HCN has attracted the attention of academia and industry. Considering its mathematical tractability, the Poisson point process (PPP) has been employed to model HCNs and analyze their performance widely. The PPP falls short in modeling the effect of interference management techniques, which typically introduces some form of spatial mutual exclusion among BSs. In PPP, all the nodes are independent from each other. As such, PPP may not be suitable to model networks with interference management techniques, where there exists repulsion among the nodes. Considering this, we adopt the Matérn hard-core process (MHCP) instead of PPP, in which no two nodes can be closer than a repulsion radius from one another. In this paper, we study the coverage performance and EE of a two-tier HCN modelled by Matérn hard-core process (MHCP); we abbreviate this kind of two-tier HCN as MHCP-MHCP. We first derive the approximate expression of coverage probability of MHCP-MHCP by extending the approximate signal to interference ratio analysis based on the PPP (ASAPPP) method to multi-tier HCN. The concrete SIR gain of the MHCP model relative to the PPP model is derived through simulation and data fitting. On the basis of coverage analysis, we derive and formulate the EE of MHCP-MHCP network. Simulation results verify the correctness of our theoretical analysis and show the performance difference between the MHCP-MHCP and PPP modelled network.
机译:由于异构蜂窝网络(HCNS)中基站(BSS)的密集部署,HCN的能效(EE)引起了学术界和工业的关注。考虑到其数学途径,Poisson Point Process(PPP)已被用于模拟HCN并广泛分析其性能。 PPP在模拟干扰管理技术的效果方面降低,这通常在BSS中引入某种形式的空间相互排除。在PPP中,所有节点都彼此独立。这样,PPP可能不适合于使用干扰管理技术的模型网络,其中节点之间存在排斥。考虑到这一点,我们采用Matérn硬核进程(MHCP)而不是PPP,其中没有两个节点可以比另一个节点更靠近排斥半径。在本文中,我们研究了Matérn硬核过程(MHCP)建模的双层HCN的覆盖性能和EE;我们将这种两层HCN缩写为MHCP-MHCP。首先通过将基于PPP(ASAPPP)方法扩展到多层HCN的PPP(ASAPPP)方法来推导MHCP-MHCP的覆盖概率的近似表达。通过仿真和数据配件导出了相对于PPP模型的MHCP模型的具体SIR增益。在覆盖率分析的基础上,我们得出并制定了MHCP-MHCP网络的EE。仿真结果验证了我们理论分析的正确性,并显示了MHCP-MHCP和PPP建模网络之间的性能差异。

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