Broad Coverage Precoding Design for Massive MIMO With Manifold Optimization

In this paper, we design the precoding matrix with broad coverage for massive multi-input multi-output public channels. In order to guarantee the efficient use of power amplifiers and improve the achievable ergodic rate, equal transmit power per-antenna and semi-unitary constraints on the precoding matrix are considered simultaneously. Within the framework of manifold optimization, the precoding matrix design under the above two constraints becomes an optimization problem over the intersection of the oblique manifold and the Stiefel manifold. We propose to use the steepest descent method on the intersection of these two manifolds to obtain the optimal solution. By using the alternating projections method, the search direction of the steepest descent method is derived. Meanwhile, the convergence analysis for the proposed approach is also provided. The proposed approach can be used for both omnidirectional and sector-shaped power pattern design. Simulation results show that the power pattern of our designed precoder has less variation in different spatial directions within the cell coverage compared with the existing Zadoff–Chu scheme.

[1]  Robert W. Heath,et al.  MIMO Precoding and Combining Solutions for Millimeter-Wave Systems , 2014, IEEE Communications Magazine.

[2]  Thomas L. Marzetta,et al.  Performance of Conjugate and Zero-Forcing Beamforming in Large-Scale Antenna Systems , 2013, IEEE Journal on Selected Areas in Communications.

[3]  Bruno Alfano,et al.  Descent Algorithms on Oblique Manifold for Source-Adaptive ICA Contrast , 2012, IEEE Transactions on Neural Networks and Learning Systems.

[4]  Visa Koivunen,et al.  Steepest Descent Algorithms for Optimization Under Unitary Matrix Constraint , 2008, IEEE Transactions on Signal Processing.

[5]  Geoffrey Ye Li,et al.  Broadband MIMO-OFDM wireless communications , 2004, Proceedings of the IEEE.

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

[7]  Xiang-Gen Xia,et al.  Pilot Reuse for Massive MIMO Transmission over Spatially Correlated Rayleigh Fading Channels , 2015, IEEE Transactions on Wireless Communications.

[8]  Oliver Henkel,et al.  Sphere-packing bounds in the Grassmann and Stiefel manifolds , 2003, IEEE Transactions on Information Theory.

[9]  Yongming Huang,et al.  Energy Efficient Beamforming for Massive MIMO Public Channel , 2017, IEEE Transactions on Vehicular Technology.

[10]  Xiqi Gao,et al.  Linear Precoder Design for SWIPT in MIMO Broadcasting Systems With Discrete Input Signals: Manifold Optimization Approach , 2017, IEEE Transactions on Communications.

[11]  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.

[12]  Jonathan H. Manton,et al.  Optimization algorithms exploiting unitary constraints , 2002, IEEE Trans. Signal Process..

[13]  Jérôme Malick,et al.  Projection-like Retractions on Matrix Manifolds , 2012, SIAM J. Optim..

[14]  Nicolas Boumal,et al.  Optimization and estimation on manifolds , 2014 .

[15]  Xin Meng,et al.  Omnidirectional Precoding and Combining Based Synchronization for Millimeter Wave Massive MIMO Systems , 2017, IEEE Transactions on Communications.

[16]  Christos Masouros,et al.  An Efficient Manifold Algorithm for Constructive Interference Based Constant Envelope Precoding , 2017, IEEE Signal Processing Letters.

[17]  Are Hjørungnes,et al.  Complex-Valued Matrix Differentiation: Techniques and Key Results , 2007, IEEE Transactions on Signal Processing.

[18]  Christos Masouros,et al.  Toward Dual-functional Radar-Communication Systems: Optimal Waveform Design , 2017, IEEE Transactions on Signal Processing.

[19]  Erik G. Larsson,et al.  The Multicell Multiuser MIMO Uplink with Very Large Antenna Arrays and a Finite-Dimensional Channel , 2013, IEEE Transactions on Communications.

[20]  Khaled Ben Letaief,et al.  Alternating Minimization Algorithms for Hybrid Precoding in Millimeter Wave MIMO Systems , 2016, IEEE Journal of Selected Topics in Signal Processing.

[21]  Daniel T. Larose,et al.  Discovering Knowledge in Data: An Introduction to Data Mining , 2005 .

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

[23]  Emre Telatar,et al.  Capacity of Multi-antenna Gaussian Channels , 1999, Eur. Trans. Telecommun..

[24]  Daniel Pérez Palomar,et al.  Gradient of mutual information in linear vector Gaussian channels , 2005, ISIT.

[25]  Pierre-Antoine Absil,et al.  Joint Diagonalization on the Oblique Manifold for Independent Component Analysis , 2006, 2006 IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.

[26]  Youjian Liu,et al.  Quantization Bounds on Grassmann Manifolds and Applications to MIMO Communications , 2006, IEEE Transactions on Information Theory.

[27]  Erik G. Larsson,et al.  PAR-Aware Large-Scale Multi-User MIMO-OFDM Downlink , 2012, IEEE Journal on Selected Areas in Communications.

[28]  Xiqi Gao,et al.  Omnidirectional Precoding Based Transmission in Massive MIMO Systems , 2016, IEEE Transactions on Communications.

[29]  Zhi Ding,et al.  Beam Division Multiple Access Transmission for Massive MIMO Communications , 2015, IEEE Transactions on Communications.

[30]  Geoffrey Ye Li,et al.  Broadbeam for Massive MIMO Systems , 2015, IEEE Transactions on Signal Processing.

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

[32]  Branka Vucetic,et al.  A Random Beamforming Technique for Omnidirectional Coverage in Multiple-Antenna Systems , 2013, IEEE Transactions on Vehicular Technology.

[33]  Xiaodong Wang,et al.  Coordinated Multicell Multicast Beamforming Based on Manifold Optimization , 2017, IEEE Communications Letters.

[34]  Robert E. Mahony,et al.  Optimization Algorithms on Matrix Manifolds , 2007 .

[35]  Adrian S. Lewis,et al.  Alternating Projections on Manifolds , 2008, Math. Oper. Res..

[36]  Sean A. Ramprashad,et al.  Achieving "Massive MIMO" Spectral Efficiency with a Not-so-Large Number of Antennas , 2011, IEEE Transactions on Wireless Communications.