Adaptive Beamforming Based on Complex Quaternion Processes

Motivated by the benefits of array signal processing in quaternion domain, we investigate the problem of adaptive beamforming based on complex quaternion processes in this paper. First, a complex quaternion least-mean squares (CQLMS) algorithm is proposed and its performance is analyzed. The CQLMS algorithm is suitable for adaptive beamforming of vector-sensor array. The weight vector update of CQLMS algorithm is derived based on the complex gradient, leading to lower computational complexity. Because the complex quaternion can exhibit the orthogonal structure of an electromagnetic vector-sensor in a natural way, a complex quaternion model in time domain is provided for a 3-component vector-sensor array. And the normalized adaptive beamformer using CQLMS is presented. Finally, simulation results are given to validate the performance of the proposed adaptive beamformer.

[1]  Sailes K. Sengijpta Fundamentals of Statistical Signal Processing: Estimation Theory , 1995 .

[2]  Arye Nehorai,et al.  Minimum-noise-variance beamformer with an electromagnetic vector sensor , 1998, Proceedings of the 1998 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '98 (Cat. No.98CH36181).

[3]  Jian-Wu Tao,et al.  A Novel Combined Beamformer Based on Hypercomplex Processes , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[4]  Danilo P. Mandic,et al.  Blind extraction of improper quaternion sources , 2011, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[5]  Danilo P. Mandic,et al.  The Quaternion LMS Algorithm for Adaptive Filtering of Hypercomplex Processes , 2009, IEEE Transactions on Signal Processing.

[6]  Steven Kay,et al.  Fundamentals Of Statistical Signal Processing , 2001 .

[7]  Danilo P. Mandic,et al.  Quaternion-Valued Stochastic Gradient-Based Adaptive IIR Filtering , 2010, IEEE Transactions on Signal Processing.

[8]  Jian-wu Tao,et al.  The Generalized Sidelobe Canceller Based on Quaternion Widely Linear Processing , 2014, TheScientificWorldJournal.

[9]  Daniel Pérez Palomar,et al.  Quaternion ICA From Second-Order Statistics , 2011, IEEE Transactions on Signal Processing.

[10]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[11]  Jr. R. Compton,et al.  The performance of a tripole adaptive array against cross-polarized jamming , 1983 .

[12]  Danilo P. Mandic,et al.  A Quaternion Widely Linear Adaptive Filter , 2010, IEEE Transactions on Signal Processing.

[13]  Yongge Tian,et al.  Matrix Theory over the Complex Quaternion Algebra , 2000 .

[14]  J. Compton On the performance of a polarization sensitive adaptive array , 1981 .

[15]  Tianbing Xia,et al.  The Theory of Quaternion Orthogonal Designs , 2008, IEEE Transactions on Signal Processing.

[16]  J. Tao,et al.  The MVDR Beamformer Based on Hypercomplex Processes , 2012, 2012 International Conference on Computer Science and Electronics Engineering.

[17]  Ignacio Santamaría,et al.  Properness and Widely Linear Processing of Quaternion Random Vectors , 2010, IEEE Transactions on Information Theory.

[18]  Danilo P. Mandic,et al.  Quaternion-Valued Nonlinear Adaptive Filtering , 2011, IEEE Transactions on Neural Networks.

[19]  Danilo P. Mandic,et al.  Augmented second-order statistics of quaternion random signals , 2011, Signal Process..

[20]  John D. Sahr,et al.  Passive Direction Finding Using Airborne Vector Sensors in the Presence of Manifold Perturbations , 2007, IEEE Transactions on Signal Processing.

[21]  Stephen J. Sangwine,et al.  Hypercomplex Fourier Transforms of Color Images , 2001, IEEE Transactions on Image Processing.

[22]  Nicolas Le Bihan,et al.  Quaternion-MUSIC for vector-sensor array processing , 2006, IEEE Transactions on Signal Processing.

[23]  Kainam Thomas Wong Blind beamforming/geolocation for wideband-FFHs with unknown hop-sequences , 2001 .

[24]  Yougen Xu,et al.  Quaternion-Capon beamformer using crossed-dipole arrays , 2011, 2011 4th IEEE International Symposium on Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications.

[25]  Yougen Xu,et al.  Quaternion ESPRIT for direction finding with a polarization sentive array , 2008, 2008 9th International Conference on Signal Processing.

[26]  I. Bar-Itzhack,et al.  Novel quaternion Kalman filter , 2002, IEEE Transactions on Aerospace and Electronic Systems.

[27]  Fei Yu,et al.  Adaptive Array Filter Using a Combined QLMS-CLMS Algorithm , 2012 .

[28]  Nicolas Le Bihan,et al.  Fast Complexified Quaternion Fourier Transform , 2006, IEEE Transactions on Signal Processing.

[29]  Thomas Bülow,et al.  Hypercomplex signals-a novel extension of the analytic signal to the multidimensional case , 2001, IEEE Trans. Signal Process..

[30]  J. Tao Performance analysis for interference and noise canceller based on hypercomplex and spatio-temporal-polarisation processes , 2013 .

[31]  Arye Nehorai,et al.  Optimal Polarized Beampattern Synthesis Using a Vector Antenna Array , 2009, IEEE Transactions on Signal Processing.

[32]  Nicolas Le Bihan,et al.  MUSIC Algorithm for Vector-Sensors Array Using Biquaternions , 2007, IEEE Transactions on Signal Processing.