Multiple-Toeplitz Matrices Reconstruction Algorithm for DOA Estimation of Coherent Signals

In this paper, a new direction-of-arrival (DOA) estimation method based on multiple Toeplitz matrices reconstruction is proposed for coherent narrowband signals with a uniform linear array (ULA). First, the received signals impinging on the ULA are rearranged in a Toeplitz matrix, and a full set of correlation matrices are computed by the Toeplitz-based matrix and the observed data of each sensor. Then, a weighted summation by squaring these correlation matrices is obtained to form the full rank equivalent data covariance matrix. Furthermore, a forward-and-backward scheme is presented to improve the estimation accuracy of the covariance matrix. Based on the joint diagonalization structure of the covariance matrix with noise contributions as a scalar matrix, the angle estimation problem can be resolved by combining it with subspace-based methods. In comparison with currently known matrix reconstruction methods, the proposed algorithm applies all information contained in the correlation matrices adequately without de-noising processing in advance. Even in the case of a low signal-to-noise ratio and low snapshot number with half the array aperture reduced, the new method provides good performance on estimation and resolution. Finally, simulation results are demonstrated to verify the theoretical prediction.

[1]  Ilan Ziskind,et al.  Maximum likelihood localization of multiple sources by alternating projection , 1988, IEEE Trans. Acoust. Speech Signal Process..

[2]  Bao Zheng,et al.  Data-based matrix decomposition technique for high-resolution array processing of coherent signals , 1987 .

[3]  Mats Viberg,et al.  ecades of Array Signal Processin Research , 2010 .

[4]  Z. Ye,et al.  Estimation of two-dimensional direction-of-arrival for uncorrelated and coherent signals with low complexity , 2010 .

[5]  Xianda Zhang,et al.  An ESPRIT-like algorithm for coherent DOA estimation , 2005 .

[6]  L. Godara Application of antenna arrays to mobile communications. II. Beam-forming and direction-of-arrival considerations , 1997, Proc. IEEE.

[7]  Thomas Kailath,et al.  On spatial smoothing for direction-of-arrival estimation of coherent signals , 1985, IEEE Trans. Acoust. Speech Signal Process..

[8]  Gang Li,et al.  Capon cepstrum weighted l2, 1 minimization for wideband DOA estimation with sonar arrays , 2016, OCEANS 2016 - Shanghai.

[9]  R. O. Schmidt,et al.  Multiple emitter location and signal Parameter estimation , 1986 .

[10]  Guisheng Liao,et al.  An ESPRIT-like algorithm for coherent DOA estimation based on data matrix decomposition in MIMO radar , 2011, Signal Process..

[11]  Bhaskar D. Rao,et al.  Performance analysis of Root-Music , 1989, IEEE Trans. Acoust. Speech Signal Process..

[12]  Hua Chen,et al.  Cumulants-Based Toeplitz Matrices Reconstruction Method for 2-D Coherent DOA Estimation , 2014, IEEE Sensors Journal.

[13]  Y.-H. Choi,et al.  Maximum likelihood estimation for angles of arrival of coherent signals using a coherency profile , 2000, IEEE Trans. Signal Process..

[14]  Chao Liu,et al.  An efficient DOA estimation method in multipath environment , 2010, Signal Process..

[15]  Bjorn Ottersten,et al.  Maximum likelihood array processing for stochastic coherent sources , 1996, IEEE Trans. Signal Process..

[16]  Shuai Liu,et al.  Real-Valued MUSIC for Efficient Direction Estimation With Arbitrary Array Geometries , 2014, IEEE Transactions on Signal Processing.

[17]  Y. Zhang,et al.  A Deflation Approach to Direction of Arrival Estimation for Symmetric Uniform Linear Array , 2006, IEEE Antennas and Wireless Propagation Letters.

[18]  Hing Cheung So,et al.  Direction-of-Arrival Estimation for Coherent Signals Without Knowledge of Source Number , 2014, IEEE Sensors Journal.

[19]  S. Unnikrishna Pillai,et al.  Forward/backward spatial smoothing techniques for coherent signal identification , 1989, IEEE Trans. Acoust. Speech Signal Process..

[20]  Xianrong Wan,et al.  Covariance differencing-based matrix decomposition for coherent sources localisation in bi-static multiple-input–multiple-output radar , 2015 .

[21]  Shefeng Yan,et al.  2-D Unitary ESPRIT-Like Direction-of-Arrival (DOA) Estimation for Coherent Signals with a Uniform Rectangular Array , 2013, Sensors.

[22]  Lei Huang,et al.  Localization of coherent signals without source number knowledge in unknown spatially correlated Gaussian noise , 2015, Signal Process..

[23]  Hua Chen,et al.  Efficient method of two-dimensional DOA estimation for coherent signals , 2017, EURASIP J. Wirel. Commun. Netw..

[24]  S. Kwong,et al.  ESPRIT-Like Two-Dimensional DOA Estimation for Coherent Signals , 2010, IEEE Transactions on Aerospace and Electronic Systems.

[25]  Xiaofei Zhang,et al.  A coherent direction of arrival estimation method using a single pulse , 2014, Comput. Electr. Eng..

[26]  Ying Han,et al.  Spatial difference smoothing for DOA estimation of coherent signals , 2005, IEEE Signal Process. Lett..

[27]  Xiaofei Zhang,et al.  Two-Dimensional DOA Estimation of Coherent Sources for Acoustic Vector-Sensor Array Using a Single Snapshot , 2013, Wirel. Pers. Commun..

[28]  Guisheng Liao,et al.  Joint Pitch and DOA Estimation Using the ESPRIT Method , 2015, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[29]  Björn E. Ottersten,et al.  Sensor array processing based on subspace fitting , 1991, IEEE Trans. Signal Process..

[30]  Wei-Ping Zhu,et al.  RARE-based localization for mixed near-field and far-field rectilinear sources , 2019, Digit. Signal Process..

[31]  Xiaofei Zhang,et al.  Generalized Co-Prime MIMO Radar for DOA Estimation With Enhanced Degrees of Freedom , 2018, IEEE Sensors Journal.

[32]  Benjamin Friedlander,et al.  DOA estimation in multipath: an approach using fourth-order cumulants , 1997, IEEE Trans. Signal Process..

[33]  Huan Liu,et al.  Joint Estimation of DOA and TDOA of Multiple Reflections in Mobile Communications , 2016, IEEE Access.

[34]  Yik-Chung Wu,et al.  DoA Estimation and Capacity Analysis for 3-D Millimeter Wave Massive-MIMO/FD-MIMO OFDM Systems , 2016, IEEE Transactions on Wireless Communications.

[35]  Zhang Yongshun,et al.  Novel algorithm on DOA estimation for correlated sources under complex symmetric Toeplitz noise , 2008 .

[36]  Yang-Ho Choi ESPRIT-Based Coherent Source Localization With Forward and Backward Vectors , 2010, IEEE Transactions on Signal Processing.