Sparse Array Beampattern Synthesis via Majorization-Based ADMM

Beampattern synthesis is a key problem in many wireless applications. With the increasing scale of MIMO antenna array, it is highly desired to conduct beampattern synthesis on a sparse array to reduce the power and hardware cost. In this paper, we consider conducting beampattern synthesis and sparse array construction jointly. In the formulated problem, the beam-pattern synthesis is designed by minimizing the matching error to the beampattern template, and the Shannon entropy function is first introduced to impose the sparsity of the array. Then, for this nonconvex problem, an iterative method is proposed by leveraging on the alternating direction multiplier method (ADMM) and the majorization minimization (MM). Simulation results demonstrate that, compared with the benchmark, our approach achieves a good trade-off between array sparsity and beampattern matching error with less runtime.

[1]  Raviv Raich,et al.  ON Convergence of Projected Gradient Descent for Minimizing a Large-Scale Quadratic Over the Unit Sphere , 2019, 2019 IEEE 29th International Workshop on Machine Learning for Signal Processing (MLSP).

[2]  Shuicheng Yan,et al.  A Unified Alternating Direction Method of Multipliers by Majorization Minimization , 2016, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[3]  Wen-Qin Wang,et al.  Sparse Array Beamforming Design for Coherently Distributed Sources , 2021, IEEE Transactions on Antennas and Propagation.

[4]  B. Liao,et al.  ADMM-based approach for compressive sensing with negative weights , 2020, IET Signal Process..

[5]  Dale J. Shpak,et al.  Synthesis of Linear and Planar Arrays With Minimum Element Selection , 2014, IEEE Transactions on Signal Processing.

[6]  Deyun Zhou,et al.  Sparse Array Beampattern Synthesis via Alternating Direction Method of Multipliers , 2018, IEEE Transactions on Antennas and Propagation.

[7]  Trac D. Tran,et al.  Sparse Signal Recovery via Generalized Entropy Functions Minimization , 2017, IEEE Transactions on Signal Processing.

[8]  B. Fuchs Synthesis of Sparse Arrays With Focused or Shaped Beampattern via Sequential Convex Optimizations , 2012, IEEE Transactions on Antennas and Propagation.

[9]  Bin Liao,et al.  One-Bit Compressive Sensing via Schur-Concave Function Minimization , 2019, IEEE Transactions on Signal Processing.

[10]  Hao He,et al.  Wideband MIMO Systems: Signal Design for Transmit Beampattern Synthesis , 2011, IEEE Transactions on Signal Processing.

[11]  Chee Yen Leow,et al.  Beamforming in Wireless Energy Harvesting Communications Systems: A Survey , 2018, IEEE Communications Surveys & Tutorials.

[12]  Tao Hong,et al.  Synthesis of Sparse Linear Array for Directional Modulation via Convex Optimization , 2018, IEEE Transactions on Antennas and Propagation.

[13]  Junli Liang,et al.  A unified sparse array design framework for beampattern synthesis , 2021, Signal Process..

[14]  Syed A. Hamza,et al.  Sparse Array Design for Transmit Beamforming , 2020, 2020 IEEE International Radar Conference (RADAR).

[15]  Wen-Qin Wang,et al.  Hybrid MIMO and Phased-Array Directional Modulation for Physical Layer Security in mmWave Wireless Communications , 2018, IEEE Journal on Selected Areas in Communications.

[16]  Prabhu Babu,et al.  Majorization-Minimization Algorithms in Signal Processing, Communications, and Machine Learning , 2017, IEEE Transactions on Signal Processing.

[17]  Z. Yu,et al.  Beampattern Synthesis for Linear and Planar Arrays With Antenna Selection by Convex Optimization , 2010, IEEE Transactions on Antennas and Propagation.

[18]  P. P. Vaidyanathan,et al.  Nested Arrays: A Novel Approach to Array Processing With Enhanced Degrees of Freedom , 2010, IEEE Transactions on Signal Processing.

[19]  Paul Tseng,et al.  Approximation Bounds for Quadratic Optimization with Homogeneous Quadratic Constraints , 2007, SIAM J. Optim..

[20]  Benjamin Fuchs Antenna Selection for Array Synthesis Problems , 2017, IEEE Antennas and Wireless Propagation Letters.

[21]  Jian Guan,et al.  Transmit Beampattern Synthesis for the FDA Radar , 2018, IEEE Antennas and Wireless Propagation Letters.