Wideband Millimeter Wave Communication: Single Carrier Based Hybrid Precoding With Sparse Optimization

In millimeter wave (mmWave) communication systems, hybrid analog/digital precoding with single-carrier transmission and time delay compensation is a promising technique for realizing the cost-effective large-scale multiple-input multiple-output (MIMO) communications with limited radio frequency (RF) chains. This paper studies the mmWave downlink with fully connected MIMO architecture system for the general frequency-selective channels. By leveraging the fact that the mmWave channels are likely to be sparse in the directions and the signal propagation is usually dominated by the line of sight path, we investigate the low-complexity single-carrier transmission scheme with time delay precompensation applied at the base station (BS). The resulting signal-to-interference-plus-noise ratio (SINR) is derived in terms of the precoding vectors by taking into account both the residual intersymbol interference and interuser interference. Based on the derived SINR expression, we first propose a codebook based precoding scheme, then develop an effective joint codeword selection and precoding algorithm by utilizing the group sparse approaches to accommodate a limited number of RF chains at the BS. Numerical results are provided to validate the effectiveness of the proposed schemes, showing that the proposed scheme achieves a performance close to the fully digital system.

[1]  Jiaheng Wang,et al.  Codebook-Based Hybrid Precoding for Millimeter Wave Multiuser Systems , 2017, IEEE Transactions on Signal Processing.

[2]  Zhi-Quan Luo,et al.  An iteratively weighted MMSE approach to distributed sum-utility maximization for a MIMO interfering broadcast channel , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[3]  Christos Masouros,et al.  Low RF-Complexity Millimeter-Wave Beamspace-MIMO Systems by Beam Selection , 2015, IEEE Transactions on Communications.

[4]  Chen Hu,et al.  Channel Estimation for Millimeter-Wave Massive MIMO With Hybrid Precoding Over Frequency-Selective Fading Channels , 2016, IEEE Communications Letters.

[5]  A. Lee Swindlehurst,et al.  Dirty Paper Coding versus Linear GSVD-Based Precoding in MIMO Broadcast Channel with Confidential Messages , 2011, 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011.

[6]  Akbar M. Sayeed,et al.  Low RF-Complexity Technologies to Enable Millimeter-Wave MIMO with Large Antenna Array for 5G Wireless Communications , 2016, IEEE Communications Magazine.

[7]  Lajos Hanzo,et al.  Cooperative Overlay Spectrum Access in Cognitive Radio Networks , 2017, IEEE Communications Surveys & Tutorials.

[8]  Cheng-Xiang Wang,et al.  A Non-Stationary 3-D Wideband Twin-Cluster Model for 5G Massive MIMO Channels , 2014, IEEE Journal on Selected Areas in Communications.

[9]  Robert W. Heath,et al.  Channel Estimation for Hybrid Architecture-Based Wideband Millimeter Wave Systems , 2016, IEEE Journal on Selected Areas in Communications.

[10]  Rui Zhang,et al.  Multi-User Millimeter Wave MIMO With Full-Dimensional Lens Antenna Array , 2016, IEEE Transactions on Wireless Communications.

[11]  Rui Zhang,et al.  Millimeter Wave MIMO With Lens Antenna Array: A New Path Division Multiplexing Paradigm , 2015, IEEE Transactions on Communications.

[12]  Ming Xiao,et al.  Constant Envelope Hybrid Precoding for Directional Millimeter-Wave Communications , 2018, IEEE Journal on Selected Areas in Communications.

[13]  Vincent K. N. Lau,et al.  Two-Stage Subspace Constrained Precoding in Massive MIMO Cellular Systems , 2015, IEEE Transactions on Wireless Communications.

[14]  Linglong Dai,et al.  Near-Optimal Beam Selection for Beamspace MmWave Massive MIMO Systems , 2016, IEEE Communications Letters.

[15]  Yongming Huang,et al.  Sum-Rate Analysis for Massive MIMO Downlink With Joint Statistical Beamforming and User Scheduling , 2017, IEEE Transactions on Wireless Communications.

[16]  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.

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

[18]  Xiaohu You,et al.  A General 3-D Non-Stationary 5G Wireless Channel Model , 2018, IEEE Transactions on Communications.

[19]  Byung-Tae Yoon,et al.  Improvement of channel capacity on MIMO antenna systems with antenna pattern selection , 2007, 2007 IEEE Antennas and Propagation Society International Symposium.

[20]  Jiaheng Wang,et al.  Codebook Design for Beam Alignment in Millimeter Wave Communication Systems , 2017, IEEE Transactions on Communications.

[21]  Alle-Jan van der Veen,et al.  Analog Beamforming in MIMO Communications With Phase Shift Networks and Online Channel Estimation , 2010, IEEE Transactions on Signal Processing.

[22]  Jiaheng Wang,et al.  Joint Antenna Selection and Energy-Efficient Beamforming Design , 2016, IEEE Signal Processing Letters.

[23]  A.F. Molisch,et al.  Variable-phase-shift-based RF-baseband codesign for MIMO antenna selection , 2005, IEEE Transactions on Signal Processing.

[24]  Akbar M. Sayeed,et al.  Beamspace MIMO for Millimeter-Wave Communications: System Architecture, Modeling, Analysis, and Measurements , 2013, IEEE Transactions on Antennas and Propagation.

[25]  Theodore S. Rappaport,et al.  Probabilistic Omnidirectional Path Loss Models for Millimeter-Wave Outdoor Communications , 2015, IEEE Wireless Communications Letters.

[26]  Robert W. Heath,et al.  Frequency Selective Hybrid Precoding for Limited Feedback Millimeter Wave Systems , 2015, IEEE Transactions on Communications.

[27]  Yongming Huang,et al.  Beam-Blocked Channel Estimation for FDD Massive MIMO With Compressed Feedback , 2017, IEEE Access.

[28]  Volkan Cevher,et al.  Model-Based Compressive Sensing , 2008, IEEE Transactions on Information Theory.

[29]  Robert W. Heath,et al.  Dynamic Subarrays for Hybrid Precoding in Wideband mmWave MIMO Systems , 2016, IEEE Transactions on Wireless Communications.

[30]  Akbar M. Sayeed,et al.  Deconstructing multiantenna fading channels , 2002, IEEE Trans. Signal Process..

[31]  Rose Qingyang Hu,et al.  Key elements to enable millimeter wave communications for 5G wireless systems , 2014, IEEE Wireless Communications.

[32]  Gordon P. Wright,et al.  Technical Note - A General Inner Approximation Algorithm for Nonconvex Mathematical Programs , 1978, Oper. Res..

[33]  Nikos D. Sidiropoulos,et al.  Joint Multicast Beamforming and Antenna Selection , 2013, IEEE Transactions on Signal Processing.

[34]  Yongming Huang,et al.  Beam-blocked compressive channel estimation for FDD massive MIMO systems , 2016, 2016 IEEE Wireless Communications and Networking Conference.

[35]  Stephen P. Boyd,et al.  Enhancing Sparsity by Reweighted ℓ1 Minimization , 2007, 0711.1612.

[36]  Erry Gunawan,et al.  Optimized Transmission with Improper Gaussian Signaling in the K-User MISO Interference Channel , 2013, IEEE Transactions on Wireless Communications.

[37]  Rui Zhang,et al.  Multi-user millimeter wave MIMO with single-sided full-dimensional lens antenna array , 2017, 2017 IEEE International Conference on Communications (ICC).

[38]  Wotao Yin,et al.  AS A MATLAB Solver for l 1-Regularized Least Squares Problems , 2008 .

[39]  Shajahan Kutty,et al.  Beamforming for Millimeter Wave Communications: An Inclusive Survey , 2016, IEEE Communications Surveys & Tutorials.

[40]  Yichuang Sun,et al.  MIMO-OFDM Based Energy Harvesting Cooperative Communications Using Coalitional Game Algorithm , 2017, IEEE Transactions on Vehicular Technology.

[41]  Michael P. Friedlander,et al.  Probing the Pareto Frontier for Basis Pursuit Solutions , 2008, SIAM J. Sci. Comput..

[42]  Yaming Wang,et al.  Secure Beamforming for MIMO Broadcasting With Wireless Information and Power Transfer , 2014, IEEE Transactions on Wireless Communications.

[43]  Aria Nosratinia,et al.  Capacity of MIMO Channels With Antenna Selection , 2007, IEEE Transactions on Information Theory.

[44]  Theodore S. Rappaport,et al.  Wideband Millimeter-Wave Propagation Measurements and Channel Models for Future Wireless Communication System Design , 2015, IEEE Transactions on Communications.

[45]  Lihua Xie,et al.  Enhancing Sparsity and Resolution via Reweighted Atomic Norm Minimization , 2014, IEEE Transactions on Signal Processing.

[46]  Michail Matthaiou,et al.  Spectral Efficiency of DFT-Based Processing Hybrid Architectures in Massive MIMO , 2017, IEEE Wireless Communications Letters.

[47]  Fernando Pérez-González,et al.  Gain-Invariant Dirty Paper Coding for Hierarchical OFDM , 2011, IEEE Transactions on Communications.

[48]  Symeon Chatzinotas,et al.  On the energy-efficiency of hybrid analog-digital transceivers for large antenna array systems , 2017, 2017 IEEE International Conference on Communications (ICC).

[49]  Robert W. Heath,et al.  Time-domain channel estimation for wideband millimeter wave systems with hybrid architecture , 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[50]  Michael J. Neely,et al.  Delay-Limited Cooperative Communication With Reliability Constraints in Wireless Networks , 2009, IEEE Transactions on Information Theory.

[51]  Jianhua Lu,et al.  When mmWave Communications Meet Network Densification: A Scalable Interference Coordination Perspective , 2017, IEEE Journal on Selected Areas in Communications.

[52]  Chris H. Q. Ding,et al.  Efficient Algorithms for Selecting Features with Arbitrary Group Constraints via Group Lasso , 2013, 2013 IEEE 13th International Conference on Data Mining.

[53]  Linglong Dai,et al.  Geometric mean decomposition based hybrid precoding for millimeter-wave massive MIMO , 2018, China Communications.

[54]  Xiang-Gen Xia,et al.  Codebook Design for Millimeter-Wave Channel Estimation With Hybrid Precoding Structure , 2017, IEEE Transactions on Wireless Communications.