3D Angular-Based Hybrid Precoding and User Grouping for Uniform Rectangular Arrays in Massive MU-MIMO Systems

This paper proposes a new user grouping algorithm and three-dimensional (3D) angular-based hybrid precoding (AB-HP) scheme for massive multi-user multiple-input multiple-output (MU-MIMO) systems using uniform rectangular arrays (URA). At first, the users clustered in multiple spots are efficiently grouped according to the proposed user grouping algorithm, which only utilizes the user angle-of-departure (AoD) information and does not require prior knowledge of the number of user groups. By employing the AoD support of the user groups, the RF-beamformer of AB-HP is designed to reduce the inter-group interference, the channel state information (CSI) overhead, and the number of RF chains. Then, the digital baseband precoder of AB-HP is constructed via regularized zero-forcing (RZF) using the effective channel seen from baseband to simultaneously serve the users clustered in multiple groups, by considering three approaches: joint-group-processing (JGP), per-group-processing (PGP) and common-group-processing (CGP). For each approach, the signal-to-interference-plus-noise ratio (SINR) expressions as well as their tight deterministic approximations are derived. To further reduce the number of RF chains, we also propose a new transfer block design, which reduces the number of RF chains down to the number of independent data streams without penalizing the sum-rate performance. Illustrative results reveal that the proposed AB-HP schemes with the relaxed CSI estimation overhead and reduced hardware cost/complexity can closely approach to the sum-rate performance of the single-stage fully-digital precoding (FDP). Furthermore, AB-HP has considerably higher energy efficiency performance compared to FDP due to the reduced number of RF chains. We show through simulation that the proposed AB-HP can offer significantly better performance than existing HP techniques. The computational complexity of AB-HP is also analyzed.

[1]  Wen-Qin Wang,et al.  Efficient Beamspace-Based Algorithm for Two-Dimensional DOA Estimation of Incoherently Distributed Sources in Massive MIMO Systems , 2018, IEEE Transactions on Vehicular Technology.

[2]  Dezhong Peng,et al.  Massive MIMO Linear Precoding: A Survey , 2018, IEEE Systems Journal.

[3]  Rahim Tafazolli,et al.  Massive MIMO Performance With Imperfect Channel Reciprocity and Channel Estimation Error , 2017, IEEE Transactions on Communications.

[4]  Marjan Maleki,et al.  Hybrid preprocessing aided spatial modulation in multi-user massive MIMO systems , 2018, IET Commun..

[5]  Anil K. Jain Data clustering: 50 years beyond K-means , 2008, Pattern Recognit. Lett..

[6]  Navrati Saxena,et al.  Next Generation 5G Wireless Networks: A Comprehensive Survey , 2016, IEEE Communications Surveys & Tutorials.

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

[8]  Tho Le-Ngoc,et al.  Nonlinear Hybrid Precoding for Coordinated Multi-Cell Massive MIMO Systems , 2019, IEEE Transactions on Vehicular Technology.

[9]  Zhaocheng Wang,et al.  Joint User Scheduling and Hybrid Precoding for Multi-User mmWave Systems with Two-Layer PS Network , 2018, 2018 IEEE Global Communications Conference (GLOBECOM).

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

[11]  R. Couillet,et al.  Random Matrix Methods for Wireless Communications: Estimation , 2011 .

[12]  Ulrike von Luxburg,et al.  A tutorial on spectral clustering , 2007, Stat. Comput..

[13]  Ender Ayanoglu,et al.  Downlink Precoding for Massive MIMO Systems Exploiting Virtual Channel Model Sparsity , 2017, IEEE Transactions on Communications.

[14]  Michael D. Zoltowski,et al.  Closed-form 2-D angle estimation with rectangular arrays in element space or beamspace via unitary ESPRIT , 1996, IEEE Trans. Signal Process..

[15]  A. Lee Swindlehurst,et al.  A vector-perturbation technique for near-capacity multiantenna multiuser communication-part I: channel inversion and regularization , 2005, IEEE Transactions on Communications.

[16]  Robert W. Heath,et al.  Spatially Sparse Precoding in Millimeter Wave MIMO Systems , 2013, IEEE Transactions on Wireless Communications.

[17]  Giuseppe Caire,et al.  Joint Spatial Division and Multiplexing—The Large-Scale Array Regime , 2013, IEEE Transactions on Information Theory.

[18]  Andreas F. Molisch,et al.  Hybrid Beamforming for Massive MIMO: A Survey , 2017, IEEE Communications Magazine.

[19]  Junil Choi,et al.  Common Codebook Millimeter Wave Beam Design: Designing Beams for Both Sounding and Communication With Uniform Planar Arrays , 2016, IEEE Transactions on Communications.

[20]  Ertugrul Basar,et al.  Full-duplex spatial modulation systems under imperfect channel state information , 2017, 2017 24th International Conference on Telecommunications (ICT).

[21]  Tho Le-Ngoc,et al.  Angular-Based 3D Hybrid Precoding for URA in Multi-User Massive MIMO Systems , 2019, 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall).

[22]  Youngchul Sung,et al.  A New Approach to User Scheduling in Massive Multi-User MIMO Broadcast Channels , 2014, IEEE Transactions on Communications.

[23]  Jung-Chieh Chen,et al.  A Low Complexity Data Detection Algorithm for Uplink Multiuser Massive MIMO Systems , 2017, IEEE Journal on Selected Areas in Communications.

[24]  Junyoung Nam,et al.  User Grouping of Two-Stage MU-MIMO Precoding for Clustered User Geometry , 2015, IEEE Communications Letters.

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

[26]  Ingrid Moerman,et al.  A Survey on Hybrid Beamforming Techniques in 5G: Architecture and System Model Perspectives , 2018, IEEE Communications Surveys & Tutorials.

[27]  Xiaodai Dong,et al.  Low-Complexity Hybrid Precoding in Massive Multiuser MIMO Systems , 2014, IEEE Wireless Communications Letters.

[28]  Giuseppe Caire,et al.  Joint Spatial Division and Multiplexing: Opportunistic Beamforming, User Grouping and Simplified Downlink Scheduling , 2014, IEEE Journal of Selected Topics in Signal Processing.

[29]  Andreas F. Molisch,et al.  Channel Statistics-Based RF Pre-Processing with Antenna Selection , 2006, IEEE Transactions on Wireless Communications.

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

[31]  Fredrik Tufvesson,et al.  5G: A Tutorial Overview of Standards, Trials, Challenges, Deployment, and Practice , 2017, IEEE Journal on Selected Areas in Communications.

[32]  Tho Le-Ngoc,et al.  Performance Analysis of Underlaid Full-Duplex D2D Cellular Networks , 2019, IEEE Access.

[33]  M. Viberg,et al.  Two decades of array signal processing research: the parametric approach , 1996, IEEE Signal Process. Mag..

[34]  M. Win,et al.  Diversity with practical channel estimation , 2005, IEEE Transactions on Wireless Communications.

[35]  Mérouane Debbah,et al.  Large System Analysis of Linear Precoding in Correlated MISO Broadcast Channels Under Limited Feedback , 2009, IEEE Transactions on Information Theory.

[36]  Xiang Cheng,et al.  Communicating in the real world: 3D MIMO , 2014, IEEE Wireless Communications.

[37]  Fei Wen,et al.  Eigen-Inference Precoding for Coarsely Quantized Massive MU-MIMO System With Imperfect CSI , 2018, IEEE Transactions on Vehicular Technology.

[38]  Luc Vandendorpe,et al.  On the Number of RF Chains and Phase Shifters, and Scheduling Design With Hybrid Analog–Digital Beamforming , 2014, IEEE Transactions on Wireless Communications.

[39]  Andrea J. Goldsmith,et al.  Energy-constrained modulation optimization , 2005, IEEE Transactions on Wireless Communications.

[40]  Boon Loong Ng,et al.  Full-dimension MIMO (FD-MIMO) for next generation cellular technology , 2013, IEEE Communications Magazine.

[41]  Bo Ai,et al.  Two-Dimension Direction-of-Arrival Estimation for Massive MIMO Systems , 2015, IEEE Access.

[42]  Tho Le-Ngoc,et al.  Hybrid Beamforming for Uniform Circular Arrays in Multi-User Massive MIMO Systems , 2019, 2019 IEEE Canadian Conference of Electrical and Computer Engineering (CCECE).

[43]  R. Bansal,et al.  Antenna theory; analysis and design , 1984, Proceedings of the IEEE.

[44]  Weixia Zou,et al.  Analog Precoding Designs for Millimeter Wave Communication Systems , 2018, IEEE Transactions on Vehicular Technology.

[45]  Youngchul Sung,et al.  On the Performance of Random Beamforming in Sparse Millimeter Wave Channels , 2016, IEEE Journal of Selected Topics in Signal Processing.

[46]  Mérouane Debbah,et al.  Massive MIMO in the UL/DL of Cellular Networks: How Many Antennas Do We Need? , 2013, IEEE Journal on Selected Areas in Communications.

[47]  Wei Yu,et al.  Hybrid Digital and Analog Beamforming Design for Large-Scale Antenna Arrays , 2016, IEEE Journal of Selected Topics in Signal Processing.

[48]  Robert W. Heath,et al.  Energy-Efficient Hybrid Analog and Digital Precoding for MmWave MIMO Systems With Large Antenna Arrays , 2015, IEEE Journal on Selected Areas in Communications.

[49]  H. Vincent Poor,et al.  Performance of Spatial Modulation in the Presence of Channel Estimation Errors , 2012, IEEE Communications Letters.

[50]  Yongming Huang,et al.  Performance Analysis for Massive MIMO Downlink With Low Complexity Approximate Zero-Forcing Precoding , 2017, IEEE Transactions on Communications.

[51]  Hai Lin,et al.  A New View of Multi-User Hybrid Massive MIMO: Non-Orthogonal Angle Division Multiple Access , 2017, IEEE Journal on Selected Areas in Communications.

[52]  Mathini Sellathurai,et al.  Hybrid Beamforming With a Reduced Number of Phase Shifters for Massive MIMO Systems , 2017, IEEE Transactions on Vehicular Technology.

[53]  Jeffrey G. Andrews,et al.  MIMO Interference Alignment Over Correlated Channels With Imperfect CSI , 2010, IEEE Transactions on Signal Processing.

[54]  Jaehoon Jung,et al.  New Beamforming Designs for Joint Spatial Division and Multiplexing in Large-Scale MISO Multi-User Systems , 2017, IEEE Transactions on Wireless Communications.

[55]  Xiang-Gen Xia,et al.  Millimeter-Wave NOMA With User Grouping, Power Allocation and Hybrid Beamforming , 2019, IEEE Transactions on Wireless Communications.