Poisson Cluster Process Based Analysis of HetNets With Correlated User and Base Station Locations

This paper develops a new approach to the modeling and analysis of heterogeneous cellular networks (HetNets) that accurately incorporates coupling across the locations of users and base stations, which exists due to the deployment of small cell base stations (SBSs) at the places of high user density (termed user hotspots in this paper). Modeling the locations of the geographical centers of user hotspots as a homogeneous Poisson point process (PPP), we assume that the users and SBSs are clustered around each user hotspot center independently with two different distributions. The macrocell BS locations are modeled by an independent PPP. This model is consistent with the user and SBS configurations considered by 3GPP. Using this model, we study the performance of a typical user in terms of coverage probability and throughput for two association policies: 1) Policy 1, under which a typical user is served by the open-access BS that provides maximum averaged received power and 2) Policy 2, under which the typical user is served by the small cell tier if the maximum averaged received power from the open-access SBSs is greater than a certain power threshold; and macro tier otherwise. A key intermediate step in our analysis is the derivation of distance distributions from a typical user to the open-access and closed-access interfering SBSs. Our analysis demonstrates that as the number of SBSs reusing the same resource block increases, coverage probability decreases, whereas throughput increases. Therefore, contrary to the usual assumption of orthogonal channelization, it is reasonable to assign the same resource block to multiple SBSs in a given cluster as long as the coverage probability remains acceptable. This approach to HetNet modeling and analysis significantly generalizes the state-of-the-art approaches that are based on modeling the locations of BSs and users by independent PPPs.

[1]  Harpreet S. Dhillon,et al.  Downlink coverage probability of K-tier HetNets with general non-uniform user distributions , 2016, 2016 IEEE International Conference on Communications (ICC).

[2]  Nathan Ross,et al.  Wireless Network Signals With Moderately Correlated Shadowing Still Appear Poisson , 2016, IEEE Transactions on Information Theory.

[3]  Martin Haenggi,et al.  Stochastic Geometry for Modeling, Analysis, and Design of Multi-Tier and Cognitive Cellular Wireless Networks: A Survey , 2013, IEEE Communications Surveys & Tutorials.

[4]  Kerstin Vogler,et al.  Table Of Integrals Series And Products , 2016 .

[5]  Martin Haenggi,et al.  Interference and Outage in Clustered Wireless Ad Hoc Networks , 2007, IEEE Transactions on Information Theory.

[6]  Harpreet S. Dhillon,et al.  A New Clustered HetNet Model to Accurately Characterize User-Centric Small Cell Deployments , 2017, 2017 IEEE Wireless Communications and Networking Conference (WCNC).

[7]  I. S. Gradshteyn,et al.  Table of Integrals, Series, and Products , 1976 .

[8]  Ekram Hossain,et al.  Modeling and Analysis of Uplink Non-Orthogonal Multiple Access in Large-Scale Cellular Networks Using Poisson Cluster Processes , 2016, IEEE Transactions on Communications.

[9]  Jeffrey G. Andrews,et al.  Modeling Non-Uniform UE Distributions in Downlink Cellular Networks , 2013, IEEE Wireless Communications Letters.

[10]  Herbert A. David,et al.  Order Statistics , 2011, International Encyclopedia of Statistical Science.

[11]  Marco Di Renzo,et al.  Average Rate of Downlink Heterogeneous Cellular Networks over Generalized Fading Channels: A Stochastic Geometry Approach , 2013, IEEE Transactions on Communications.

[12]  Tony Q. S. Quek,et al.  Throughput Optimization, Spectrum Allocation, and Access Control in Two-Tier Femtocell Networks , 2012, IEEE Journal on Selected Areas in Communications.

[13]  Chun,et al.  A Comprehensive Analysis of 5G Heterogeneous Cellular Systems operating over κ-μ Shadowed Fading Channels , 2018 .

[14]  Harpreet S. Dhillon,et al.  Nearest-Neighbor and Contact Distance Distributions for Thomas Cluster Process , 2016, IEEE Wireless Communications Letters.

[15]  Witold A. Krzymien,et al.  Downlink coverage analysis of n-tier heterogeneous cellular networks based on clustered stochastic geometry , 2013, 2013 Asilomar Conference on Signals, Systems and Computers.

[16]  Peter Han Joo Chong,et al.  Modeling and Performance Analysis of Clustered Device-to-Device Networks , 2015, IEEE Transactions on Wireless Communications.

[17]  Jeffrey G. Andrews,et al.  Fundamentals of Heterogeneous Cellular Networks with Energy Harvesting , 2013, IEEE Transactions on Wireless Communications.

[18]  Jeffrey G. Andrews,et al.  Heterogeneous Cellular Networks with Flexible Cell Association: A Comprehensive Downlink SINR Analysis , 2011, IEEE Transactions on Wireless Communications.

[19]  Francois Baccelli,et al.  A Stochastic Geometry Framework for Analyzing Pairwise-Cooperative Cellular Networks , 2013, IEEE Transactions on Wireless Communications.

[20]  Sant Saran Pathak,et al.  Coverage Analysis of Two-Tier HetNets for Co-Channel, Orthogonal, and Partial Spectrum Sharing Under Fractional Load Conditions , 2017, IEEE Transactions on Vehicular Technology.

[21]  Qi Zhu,et al.  Modeling and Analysis of Small Cells Based on Clustered Stochastic Geometry , 2017, IEEE Communications Letters.

[22]  Jeffrey G. Andrews,et al.  A Primer on Cellular Network Analysis Using Stochastic Geometry , 2016, ArXiv.

[23]  Ekram Hossain,et al.  Location-Aware Cross-Tier Coordinated Multipoint Transmission in Two-Tier Cellular Networks , 2014, IEEE Transactions on Wireless Communications.

[24]  Mohamed-Slim Alouini,et al.  Modeling and Analysis of Cellular Networks Using Stochastic Geometry: A Tutorial , 2016, IEEE Communications Surveys & Tutorials.

[25]  Harpreet S. Dhillon,et al.  A Comprehensive Analysis of 5G Heterogeneous Cellular Systems Operating Over $\kappa$ – $\mu$ Shadowed Fading Channels , 2016, IEEE Transactions on Wireless Communications.

[26]  Jeffrey G. Andrews,et al.  Downlink Rate Distribution in Heterogeneous Cellular Networks under Generalized Cell Selection , 2013, IEEE Wireless Communications Letters.

[27]  Harpreet S. Dhillon,et al.  Optimal geographic caching in finite wireless networks , 2016, 2016 IEEE 17th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[28]  Martin Haenggi,et al.  Stochastic Geometry for Wireless Networks , 2012 .

[29]  Wuyang Zhou,et al.  Heterogeneous Cellular Network Models With Dependence , 2015, IEEE Journal on Selected Areas in Communications.

[30]  Jeffrey G. Andrews,et al.  A tractable framework for coverage and outage in heterogeneous cellular networks , 2011, 2011 Information Theory and Applications Workshop.

[31]  Timothy X. Brown,et al.  Downlink Performance Analysis for a Generalized Shotgun Cellular System , 2014, IEEE Trans. Wirel. Commun..

[32]  Jeffrey G. Andrews,et al.  Seven ways that HetNets are a cellular paradigm shift , 2013, IEEE Communications Magazine.

[33]  Harpreet S. Dhillon,et al.  Fundamentals of Modeling Finite Wireless Networks Using Binomial Point Process , 2016, IEEE Transactions on Wireless Communications.

[34]  Jeffrey D. Scargle,et al.  An Introduction to the Theory of Point Processes, Vol. I: Elementary Theory and Methods , 2004, Technometrics.

[35]  Jeffrey G. Andrews,et al.  Downlink MIMO HetNets: Modeling, Ordering Results and Performance Analysis , 2013, IEEE Transactions on Wireless Communications.

[36]  Mehdi Bennis,et al.  Edge caching for coverage and capacity-aided heterogeneous networks , 2016, 2016 IEEE International Symposium on Information Theory (ISIT).

[37]  Angel Lozano,et al.  Ergodic Spectral Efficiency in MIMO Cellular Networks , 2016, IEEE Transactions on Wireless Communications.

[38]  Yi Zhong,et al.  Multi-Channel Hybrid Access Femtocells: A Stochastic Geometric Analysis , 2013, IEEE Transactions on Communications.

[39]  Peter Han Joo Chong,et al.  Fundamentals of Cluster-Centric Content Placement in Cache-Enabled Device-to-Device Networks , 2015, IEEE Transactions on Communications.

[40]  Martin Haenggi,et al.  Coordinated Multipoint Joint Transmission in Heterogeneous Networks , 2014, IEEE Transactions on Communications.

[41]  Martin Haenggi,et al.  On distances in uniformly random networks , 2005, IEEE Transactions on Information Theory.

[42]  Mazen O. Hasna,et al.  Modeling Heterogeneous Cellular Networks Interference Using Poisson Cluster Processes , 2015, IEEE Journal on Selected Areas in Communications.

[43]  Jeffrey G. Andrews,et al.  Downlink Multi-Antenna Heterogeneous Cellular Network With Load Balancing , 2013, IEEE Transactions on Communications.

[44]  Harpreet S. Dhillon,et al.  Enriched $K$ -Tier HetNet Model to Enable the Analysis of User-Centric Small Cell Deployments , 2016, IEEE Transactions on Wireless Communications.

[45]  Robert W. Heath,et al.  Modeling heterogeneous network interference , 2012, 2012 Information Theory and Applications Workshop.

[46]  Jeffrey G. Andrews,et al.  Offloading in Heterogeneous Networks: Modeling, Analysis, and Design Insights , 2012, IEEE Transactions on Wireless Communications.

[47]  Yongbin Wei,et al.  A survey on 3GPP heterogeneous networks , 2011, IEEE Wireless Communications.

[48]  Jeffrey G. Andrews,et al.  Success Probability and Area Spectral Efficiency in Multiuser MIMO HetNets , 2016, IEEE Transactions on Communications.

[49]  Yu-Sheng Chen,et al.  Stochastic geometry based models for modeling cellular networks in urban areas , 2012, Wireless Networks.

[50]  O. Marichev,et al.  Fractional Integrals and Derivatives: Theory and Applications , 1993 .

[51]  Marco Di Renzo,et al.  A Mathematical Framework to the Computation of the Error Probability of Downlink MIMO Cellular Networks by Using Stochastic Geometry , 2014, IEEE Transactions on Communications.

[52]  Harpreet S. Dhillon,et al.  3GPP-Inspired HetNet Model Using Poisson Cluster Process: Sum-Product Functionals and Downlink Coverage , 2017, IEEE Transactions on Communications.

[53]  Jeffrey G. Andrews,et al.  A primer on spatial modeling and analysis in wireless networks , 2010, IEEE Communications Magazine.

[54]  Jeffrey G. Andrews,et al.  Modeling and Analysis of K-Tier Downlink Heterogeneous Cellular Networks , 2011, IEEE Journal on Selected Areas in Communications.

[55]  Sayandev Mukherjee,et al.  Distribution of Downlink SINR in Heterogeneous Cellular Networks , 2012, IEEE Journal on Selected Areas in Communications.

[56]  Sant Saran Pathak,et al.  Modeling and Coverage Analysis of BS-Centric Clustered Users in a Random Wireless Network , 2016, IEEE Wireless Communications Letters.

[57]  Harpreet S. Dhillon,et al.  Spatial modeling of device-to-device networks: Poisson cluster process meets Poisson Hole Process , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.

[58]  Halim Yanikomeroglu,et al.  HetHetNets: Heterogeneous Traffic Distribution in Heterogeneous Wireless Cellular Networks , 2015, IEEE Journal on Selected Areas in Communications.

[59]  Daryl J. Daley,et al.  An Introduction to the Theory of Point Processes , 2013 .

[60]  Khaled Ben Letaief,et al.  Throughput and Energy Efficiency Analysis of Small Cell Networks with Multi-Antenna Base Stations , 2013, IEEE Transactions on Wireless Communications.

[61]  Sayandev Mukherjee Analytical Modeling of Heterogeneous Cellular Networks: SINR analysis with power control , 2014 .

[62]  Gerhard Fettweis,et al.  On the Modeling and Analysis of Heterogeneous Radio Access Networks Using a Poisson Cluster Process , 2015, IEEE Transactions on Wireless Communications.

[63]  Hyundong Shin,et al.  Energy Efficient Heterogeneous Cellular Networks , 2013, IEEE Journal on Selected Areas in Communications.

[64]  Ulrike Goldschmidt,et al.  An Introduction To The Theory Of Point Processes , 2016 .

[65]  Jeffrey G. Andrews,et al.  A Tractable Model for Noncoherent Joint-Transmission Base Station Cooperation , 2013, IEEE Transactions on Wireless Communications.

[66]  Jeffrey G. Andrews,et al.  A Tractable Approach to Coverage and Rate in Cellular Networks , 2010, IEEE Transactions on Communications.

[67]  Marco Di Renzo,et al.  Stochastic Geometry Modeling and Performance Evaluation of MIMO Cellular Networks Using the Equivalent-in-Distribution (EiD)-Based Approach , 2015, IEEE Transactions on Communications.

[68]  Harpreet S. Dhillon,et al.  Poisson cluster process: Bridging the gap between PPP and 3GPP HetNet models , 2017, 2017 Information Theory and Applications Workshop (ITA).

[69]  Jeffrey G. Andrews,et al.  Femtocell networks: a survey , 2008, IEEE Communications Magazine.