An alternative to diagonal loading for implementation of a white noise array gain constrained robust beamformer

Diagonal loading is one of the most popular methods of robust adaptive beamforming, and the solution to many different problems aimed at producing beamformers which are robust to finite samples effects or/and steering vector errors. Among the latter, constraining the white noise array gain (WNAG) is a meaningful approach. However, relating the loading level to the desired WNAG is not straightforward. In this communication, using a generalized sidelobe canceler structure of the beamformer, we prove that the WNAG constraint can be encoded directly in the beamformer, and the latter can be obtained in a rather simple way from a specific eigenvector and without going through the diagonal loading step.

[1]  Petre Stoica,et al.  Automatic Robust Adaptive Beamforming via Ridge Regression , 2007, 2007 IEEE International Conference on Acoustics, Speech and Signal Processing - ICASSP '07.

[2]  Petre Stoica,et al.  Automatic robust adaptive beamforming via ridge regression , 2008, Signal Process..

[3]  Keh-Chiarng Huarng,et al.  Performance analysis of derivative constraint adaptive arrays with pointing errors , 1992 .

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

[5]  Lu Gan,et al.  Robust adaptive beamforming via a novel subspace method for interference covariance matrix reconstruction , 2017, Signal Process..

[6]  Bamdev Mishra,et al.  Manopt, a matlab toolbox for optimization on manifolds , 2013, J. Mach. Learn. Res..

[7]  Jian Li,et al.  Review of user parameter-free robust adaptive beamforming algorithms , 2008, 2008 42nd Asilomar Conference on Signals, Systems and Computers.

[8]  Stéphanie Bidon,et al.  Robust adaptive beamforming using a Bayesian steering vector error model , 2013, Signal Process..

[9]  A. E. Hoerl,et al.  Ridge regression:some simulations , 1975 .

[10]  Kristine L. Bell,et al.  A Bayesian approach to robust adaptive beamforming , 2000, IEEE Trans. Signal Process..

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

[12]  Zhi Tian,et al.  A recursive least squares implementation for LCMP beamforming under quadratic constraint , 2001, IEEE Trans. Signal Process..

[13]  Sergiy A. Vorobyov,et al.  Robust Adaptive Beamforming for General-Rank Signal Model With Positive Semi-Definite Constraint via POTDC , 2012, IEEE Transactions on Signal Processing.

[14]  Jian Li,et al.  Fully automatic computation of diagonal loading levels for robust adaptive beamforming , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[15]  Jian Li,et al.  Doubly constrained robust Capon beamformer , 2004, IEEE Transactions on Signal Processing.

[16]  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..

[17]  Henry Cox,et al.  A comparison of robust adaptive beamforming algorithms , 2003, The Thrity-Seventh Asilomar Conference on Signals, Systems & Computers, 2003.

[18]  Marius Pesavento,et al.  Maximally Robust Capon Beamformer , 2013, IEEE Transactions on Signal Processing.

[19]  Jian Li,et al.  On robust Capon beamforming and diagonal loading , 2003, IEEE Trans. Signal Process..

[20]  Lloyd J. Griffiths,et al.  A projection approach for robust adaptive beamforming , 1994, IEEE Trans. Signal Process..

[21]  P. Stoica,et al.  Robust Adaptive Beamforming , 2013 .

[22]  Sergiy A. Vorobyov,et al.  Adaptive and Robust Beamforming , 2014 .

[23]  Antonio Cantoni,et al.  An alternative formulation for an optimum beamformer with robustness capability , 1985 .

[24]  Sergiy A. Vorobyov,et al.  Principles of minimum variance robust adaptive beamforming design , 2013, Signal Process..

[25]  B. Carlson Covariance matrix estimation errors and diagonal loading in adaptive arrays , 1988 .

[26]  Sergiy A. Vorobyov,et al.  Robust Adaptive Beamforming Based on Steering Vector Estimation With as Little as Possible Prior Information , 2012, IEEE Transactions on Signal Processing.

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

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

[29]  Stephen P. Boyd,et al.  Robust minimum variance beamforming , 2005, IEEE Transactions on Signal Processing.

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

[31]  Harry L. Van Trees,et al.  Optimum Array Processing , 2002 .

[32]  Lei Huang,et al.  Robust Adaptive Beamforming With a Novel Interference-Plus-Noise Covariance Matrix Reconstruction Method , 2015, IEEE Transactions on Signal Processing.

[33]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.