Joint Frame Design, Resource Allocation and User Association for Massive MIMO Heterogeneous Networks With Wireless Backhaul

In this paper, we investigate the problem of frame design, resource allocation, and user association in a massive multiple input multiple output (MIMO) heterogeneous network (HetNet) with wireless backhaul (WB) and linear processing. The objective is to maximize the sum downlink rate of all users, subject to constraints on data rates of WBs and fairness-aware constraints. Such a problem is formulated as an integer programming problem with both coupled variables and coupled constraints. We first develop a centralized scheme in which we decompose the original problem into two subproblems and iteratively solve them until convergence to achieve a near-optimal solution. We then propose a distributed scheme by formulating a repeated game among all users and prove that the game converges to a Nash Equilibrium. Simulation studies show that the proposed schemes are adaptive to different network scenarios and traffic patterns, and achieve considerable gains over several benchmark schemes.

[1]  Boyu Li,et al.  Small Cell In-Band Wireless Backhaul in Massive MIMO Systems: A Cooperation of Next-Generation Techniques , 2014, IEEE Transactions on Wireless Communications.

[2]  Mérouane Debbah,et al.  Interference Management in 5G Reverse TDD HetNets With Wireless Backhaul: A Large System Analysis , 2015, IEEE Journal on Selected Areas in Communications.

[3]  Ralph E. Gomory,et al.  Outline of an Algorithm for Integer Solutions to Linear Programs and An Algorithm for the Mixed Integer Problem , 2010, 50 Years of Integer Programming.

[4]  Thomas L. Marzetta,et al.  Inter-Cell Interference in Noncooperative TDD Large Scale Antenna Systems , 2013, IEEE Journal on Selected Areas in Communications.

[5]  Erik G. Larsson,et al.  Scaling Up MIMO: Opportunities and Challenges with Very Large Arrays , 2012, IEEE Signal Process. Mag..

[6]  Guosen Yue,et al.  User Grouping for Massive MIMO in FDD Systems: New Design Methods and Analysis , 2014, IEEE Access.

[7]  Tao Jiang,et al.  Cooperative small cell networks: high capacity for hotspots with interference mitigation , 2014, IEEE Wireless Communications.

[8]  Erik G. Larsson,et al.  Massive MIMO for next generation wireless systems , 2013, IEEE Communications Magazine.

[9]  Hoon Kim,et al.  A proportional fair scheduling for multicarrier transmission systems , 2004, IEEE 60th Vehicular Technology Conference, 2004. VTC2004-Fall. 2004.

[10]  David K. Smith Theory of Linear and Integer Programming , 1987 .

[11]  Emil Björnson,et al.  Massive MIMO and small cells: Improving energy efficiency by optimal soft-cell coordination , 2013, ICT 2013.

[12]  A. Lozano,et al.  What Will 5 G Be ? , 2014 .

[13]  Lajos Hanzo,et al.  Survey of Large-Scale MIMO Systems , 2015, IEEE Communications Surveys & Tutorials.

[14]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[15]  Jeffrey G. Andrews,et al.  User Association for Load Balancing in Heterogeneous Cellular Networks , 2012, IEEE Transactions on Wireless Communications.

[16]  Muhammad Ali Imran,et al.  MmWave massive-MIMO-based wireless backhaul for the 5G ultra-dense network , 2015, IEEE Wireless Communications.

[17]  Ning Wang,et al.  Joint Downlink Cell Association and Bandwidth Allocation for Wireless Backhauling in Two-Tier HetNets With Large-Scale Antenna Arrays , 2014, IEEE Transactions on Wireless Communications.

[18]  Shiwen Mao,et al.  User Association in Massive MIMO HetNets , 2015, IEEE Systems Journal.

[19]  Mérouane Debbah,et al.  Massive MIMO and small cells: How to densify heterogeneous networks , 2013, 2013 IEEE International Conference on Communications (ICC).

[20]  Wei Yu,et al.  Optimizing User Association and Spectrum Allocation in HetNets: A Utility Perspective , 2014, IEEE Journal on Selected Areas in Communications.

[21]  Shiwen Mao,et al.  Adaptive Pilot Design for Massive MIMO HetNets with Wireless Backhaul , 2017, 2017 14th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON).

[22]  Ute Beyer,et al.  Complex Variables An Introduction , 2016 .

[23]  Erik G. Larsson,et al.  Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems , 2011, IEEE Transactions on Communications.

[24]  Emil Björnson,et al.  Massive MIMO for Maximal Spectral Efficiency: How Many Users and Pilots Should Be Allocated? , 2014, IEEE Transactions on Wireless Communications.

[25]  Jeffrey G. Andrews,et al.  What Will 5G Be? , 2014, IEEE Journal on Selected Areas in Communications.

[26]  Ekram Hossain,et al.  Analysis of Massive MIMO-Enabled Downlink Wireless Backhauling for Full-Duplex Small Cells , 2015, IEEE Transactions on Communications.

[27]  Mohsen Guizani,et al.  5G wireless backhaul networks: challenges and research advances , 2014, IEEE Network.

[28]  Daniel Pérez Palomar,et al.  A tutorial on decomposition methods for network utility maximization , 2006, IEEE Journal on Selected Areas in Communications.

[29]  Geoffrey Ye Li,et al.  An Overview of Massive MIMO: Benefits and Challenges , 2014, IEEE Journal of Selected Topics in Signal Processing.

[30]  Giuseppe Caire,et al.  Massive-MIMO Meets HetNet: Interference Coordination Through Spatial Blanking , 2014, IEEE Journal on Selected Areas in Communications.

[31]  Giuseppe Caire,et al.  Optimal User-Cell Association for Massive MIMO Wireless Networks , 2014, IEEE Transactions on Wireless Communications.

[32]  Jeffrey G. Andrews,et al.  User Association and Interference Management in Massive MIMO HetNets , 2015, IEEE Transactions on Communications.

[33]  Shiwen Mao,et al.  Harvest the potential of massive MIMO with multi-layer techniques , 2016, IEEE Network.

[34]  Ning Wang,et al.  Backhauling 5G small cells: A radio resource management perspective , 2015, IEEE Wireless Communications.

[35]  Robert Schober,et al.  User Association in 5G Networks: A Survey and an Outlook , 2015, IEEE Communications Surveys & Tutorials.

[36]  Dong In Kim,et al.  Wireless backhauling of 5G small cells: challenges and solution approaches , 2015, IEEE Wireless Communications.

[37]  Prathima Agrawal,et al.  Approximation Algorithms for Cell Association and Scheduling in Femtocell Networks , 2015, IEEE Transactions on Emerging Topics in Computing.

[38]  Tony Q. S. Quek,et al.  Energy-Efficient Design of MIMO Heterogeneous Networks With Wireless Backhaul , 2015, IEEE Transactions on Wireless Communications.

[39]  Tao Jiang,et al.  BOOST: Base station ON-OFF switching strategy for energy efficient massive MIMO HetNets , 2016, IEEE INFOCOM 2016 - The 35th Annual IEEE International Conference on Computer Communications.

[40]  Matti Latva-aho,et al.  Backhaul-Aware Interference Management in the Uplink of Wireless Small Cell Networks , 2013, IEEE Transactions on Wireless Communications.