Robust Adaptive Beamforming With Precise Main Beam Control

Many efforts have been recently devoted to robust adaptive beamforming with main beam control such that sufficient robustness against large look direction mismatches can be achieved by flexibly adjusting the beamwidth and response ripple. However, most of the existing approaches inherently rely on assuming an exactly known array manifold, but have not yet addressed the issue of robust beamforming with precise main beam control in the presence of arbitrary steering vector uncertainties. This motivates us to develop a robust beamforming approach that is capable of accurately controlling the array main beam. Unlike the conventional methods, steering vector uncertainties are taken into account in the magnitude response constraints of the adaptive beamformer. This allows us to control the main beam as prescribed. As the resultant nonconvex problem has a more complicated formulation than that of the existing methods, techniques developed for solving the problem of robust beamforming with magnitude response constraints cannot be employed directly. To tackle this problem, the lower and upper norm bounds of the beamformer weight vector are derived. The semidefinite relaxation technique is then employed as approximate solver, ending up with iterative, grid search, and linearization solutions. Simulation results show that the proposed methods are able to precisely control the main beam magnitude response in the presence of steering vector uncertainties.

[1]  J. Guerci,et al.  Improved clutter mitigation performance using knowledge-aided space-time adaptive processing , 2006, IEEE Transactions on Aerospace and Electronic Systems.

[2]  Stephen P. Boyd,et al.  FIR Filter Design via Spectral Factorization and Convex Optimization , 1999 .

[3]  S. Applebaum,et al.  Adaptive arrays with main beam constraints , 1976 .

[4]  L. Griffiths,et al.  An adaptive generalized sidelobe canceller with derivative constraints , 1986 .

[5]  Jian Li,et al.  Fully Automatic Computation of Diagonal Loading Levels for Robust Adaptive Beamforming , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[6]  S. C. Chan,et al.  Pattern Synthesis of Narrowband Conformal Arrays Using Iterative Second-Order Cone Programming , 2010, IEEE Transactions on Antennas and Propagation.

[7]  P. P. Vaidyanathan,et al.  Quadratically Constrained Beamforming Robust Against Direction-of-Arrival Mismatch , 2007, IEEE Transactions on Signal Processing.

[8]  Wu-Sheng Lu,et al.  Optimal design of IIR frequency-response-masking filters using second-order cone programming , 2003 .

[9]  Antonio Cantoni,et al.  Derivative constraints for broad-band element space antenna array processors , 1983 .

[10]  Zhi-Quan Luo,et al.  Semidefinite Relaxation of Quadratic Optimization Problems , 2010, IEEE Signal Processing Magazine.

[11]  Fan Wang,et al.  Optimal array pattern synthesis using semidefinite programming , 2001, 2001 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.01CH37221).

[12]  G. Montalbano,et al.  Optimum beamforming performance degradation in the presence of imperfect spatial coherence of wavefronts , 2003 .

[13]  Yuanqing Li,et al.  Robust Adaptive Microphone Array with Mainlobe and Response Ripple Control , 2011, J. Signal Process. Syst..

[14]  C.-Y. Tseng,et al.  Minimum variance beamforming with phase-independent derivative constraints , 1992 .

[15]  Zhi-Quan Luo,et al.  Robust adaptive beamforming for general-rank signal models , 2003, IEEE Trans. Signal Process..

[16]  B. Fuchs Application of Convex Relaxation to Array Synthesis Problems , 2014, IEEE Transactions on Antennas and Propagation.

[17]  Alex B. Gershman,et al.  Worst-case based robust adaptive beamforming for general-rank signal models using positive semi-definite covariance constraint , 2011, ICASSP.

[18]  Lei Huang,et al.  Response Vector Constrained Robust LCMV Beamforming Based on Semidefinite Programming , 2015, IEEE Transactions on Signal Processing.

[19]  Rodrigo C. de Lamare,et al.  Reduced-dimension robust capon beamforming using Krylov-subspace techniques , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[20]  Abdelhak M. Zoubir,et al.  Beamforming via Nonconvex Linear Regression , 2016, IEEE Transactions on Signal Processing.

[21]  E. Süli,et al.  An introduction to numerical analysis , 2003 .

[22]  W. Ser,et al.  A Robust Adaptive Beamforming Framework With Beampattern Shaping Constraints , 2009, IEEE Transactions on Antennas and Propagation.

[23]  Jian Li,et al.  Beampattern Synthesis via a Matrix Approach for Signal Power Estimation , 2007, IEEE Transactions on Signal Processing.

[24]  Xianpeng Wang,et al.  Robust beamformer based on magnitude response constraint and steering vector correction , 2015 .

[25]  Jian Li,et al.  On robust Capon beamforming and diagonal loading , 2003, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)..

[26]  Ju-Hong Lee,et al.  Adaptive array beamforming with robust capabilities under random sensor position errors , 2005 .

[27]  A. Elnashar,et al.  Further Study on Robust Adaptive Beamforming With Optimum Diagonal Loading , 2006, IEEE Transactions on Antennas and Propagation.

[28]  Cishen Zhang,et al.  Off-Grid Direction of Arrival Estimation Using Sparse Bayesian Inference , 2011, IEEE Transactions on Signal Processing.

[29]  Z. Yu,et al.  A Novel Adaptive Beamformer Based on Semidefinite Programming (SDP) With Magnitude Response Constraints , 2008, IEEE Transactions on Antennas and Propagation.

[30]  Stephen P. Boyd,et al.  Robust minimum variance beamforming , 2003, The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003.

[31]  O. L. Frost,et al.  An algorithm for linearly constrained adaptive array processing , 1972 .

[32]  Shing-Chow Chan,et al.  Recursive Steering Vector Estimation and Adaptive Beamforming under Uncertainties , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[33]  Zhi-Quan Luo,et al.  Robust adaptive beamforming using worst-case performance optimization: a solution to the signal mismatch problem , 2003, IEEE Trans. Signal Process..

[34]  Meng Hwa Er,et al.  A Practical Simple Geometry and Gain/Phase Calibration Technique for Antenna Array Processing , 2009, IEEE Transactions on Antennas and Propagation.

[35]  Dingjie Xu,et al.  Robust Beamforming with Magnitude Response Constraints and Conjugate Symmetric Constraint , 2013, IEEE Communications Letters.

[36]  Bin Liao,et al.  Adaptive Beamforming for Uniform Linear Arrays With Unknown Mutual Coupling , 2012, IEEE Antennas and Wireless Propagation Letters.

[37]  Yuanqing Li,et al.  Robust Adaptive Beamformers Based on Worst-Case Optimization and Constraints on Magnitude Response , 2009, IEEE Transactions on Signal Processing.

[38]  Jian Li,et al.  Doubly constrained robust Capon beamformer , 2003, The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003.

[39]  Siliang Wu,et al.  Robust Capon beamforming in presence of large DOA mismatch , 2013 .

[40]  Nikos D. Sidiropoulos,et al.  Transmit beamforming for physical-layer multicasting , 2006, IEEE Transactions on Signal Processing.

[41]  José Roberto de França Arruda,et al.  Optimal array pattern synthesis with desired magnitude response , 2008 .

[42]  Wee Ser,et al.  Robust response control for adaptive beamformers against arbitrary array imperfections , 2008, Signal Process..

[43]  Yurii Nesterov,et al.  Interior-point polynomial algorithms in convex programming , 1994, Siam studies in applied mathematics.

[44]  Moon-Sik Lee,et al.  Minimax robust M-beamforming for radar array with antenna switching , 2005, IEEE Transactions on Antennas and Propagation.

[45]  Yujie Gu,et al.  Robust Adaptive Beamforming Based on Interference Covariance Matrix Reconstruction and Steering Vector Estimation , 2012, IEEE Transactions on Signal Processing.

[46]  K. M. Tsui,et al.  Robust Beamforming With Magnitude Response Constraints Using Iterative Second-Order Cone Programming , 2011, IEEE Transactions on Antennas and Propagation.

[47]  Chengwen Xing,et al.  On Low Complexity Robust Beamforming With Positive Semidefinite Constraints , 2009, IEEE Transactions on Signal Processing.