A Tractable Framework for the Analysis of Dense Heterogeneous Cellular Networks

被引:12
作者
Ak, Serkan [1 ]
Inaltekin, Hazer [2 ]
Poor, H. Vincent [3 ]
机构
[1] Univ Texas Austin, Wireless Networking & Commun Grp, Austin, TX 78701 USA
[2] Univ Melbourne, Dept Elect & Elect Engn, Melbourne, Vic 3010, Australia
[3] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
Heterogeneous cellular networks; 5G; downlink interference; Gaussian approximation; outage capacity; Poisson point processes; LARGE WIRELESS NETWORKS; PATH-LOSS MODELS; STOCHASTIC GEOMETRY; PERFORMANCE ANALYSIS; DOWNLINK SINR; MULTI-TIER; INTERFERENCE; APPROXIMATION; ARCHITECTURE; HETNETS;
D O I
10.1109/TCOMM.2018.2808353
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates the downlink performance of dense K-tier heterogeneous cellular networks (HCNs) under general settings. First, Gaussian approximation bounds for the standardized aggregate wireless interference (AWI) in dense K-tier HCNs are obtained for when base stations (BSs) in each tier are distributed over the plane according to a spatial and general Poisson point process. The Kolmogorov-Smirnov (KS) distance is used to measure deviations of the distribution of the standardized AWI from the standard normal distribution. An explicit and analytical expression bounding the KS distance between these two distributions is obtained as a function of a broad range of network parameters, such as per-tier transmission power levels, per-tier BS intensity, BS locations, general fading statistics, and general bounded path-loss models. Bounds achieve a good statistical match between the standardized AWI distribution and its normal approximation even for moderately dense HCNs. Second, various spatial performance metrics of interest, such as outage capacity, ergodic capacity, and area spectral efficiency in the downlink of K-tier HCNs for general signal propagation models are investigated by making use of the derived distribution approximation results. Considering two specific BS association policies, it is shown that the derived performance bounds track the actual performance metrics reasonably well for a wide range of BS intensities, with the gap among them becoming negligibly small for denser HCN deployments. Finally, both analytical and numerical results on the area spectral efficiency reveal a non-linear growth trend with diminishing returns of HCN performance. Hence, the SIR invariance property does not hold under bounded path-loss models, which is a critical finding from the HCN design perspective. In particular, it points out a critical BS density beyond which the HCN performance starts to decline due to excessive wireless interference.
引用
收藏
页码:3151 / 3171
页数:21
相关论文
共 69 条
[1]  
Afify LH, 2015, IEEE INT CONF COMM, P87, DOI 10.1109/ICCW.2015.7247160
[2]  
Afshang M., 2017, POISSON CLUSTER PROC
[3]  
Ak S., 2017, TRACTABLE FRAMEWORK
[4]  
Ak S, 2016, IEEE INT SYMP INFO, P1616, DOI 10.1109/ISIT.2016.7541572
[5]  
Ak S, 2016, IEEE INT SYMP INFO, P1611, DOI 10.1109/ISIT.2016.7541571
[6]   Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications [J].
Al-Fuqaha, Ala ;
Guizani, Mohsen ;
Mohammadi, Mehdi ;
Aledhari, Mohammed ;
Ayyash, Moussa .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2015, 17 (04) :2347-2376
[7]   SINR and Throughput of Dense Cellular Networks With Stretched Exponential Path Loss [J].
AlAmmouri, Ahmad ;
Andrews, Jeffrey G. ;
Baccelli, Francois .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (02) :1147-1160
[8]   Investigating the Gaussian Convergence of the Distribution of the Aggregate Interference Power in Large Wireless Networks [J].
Aljuaid, Muhammad ;
Yanikomeroglu, Halim .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2010, 59 (09) :4418-4424
[9]   Femtocells: Past, Present, and Future [J].
Andrews, Jeffrey G. ;
Claussen, Holger ;
Dohler, Mischa ;
Rangan, Sundeep ;
Reed, Mark C. .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2012, 30 (03) :497-508
[10]   A Tractable Approach to Coverage and Rate in Cellular Networks [J].
Andrews, Jeffrey G. ;
Baccelli, Francois ;
Ganti, Radha Krishna .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2011, 59 (11) :3122-3134