Underdetermined DOA estimation of quasi-stationary signals via Khatri-Rao structure for uniform circular array

Underdetermined direction-of-arrival (DOA) estimation for quasi-stationary signals impinging on a uniform circular array (UCA) with M sensors is addressed in this paper. We apply the Khatri-Rao (KR) approach to the UCA and obtain a new signal model which is capable of providing O ( M 2 ) sensors. Meanwhile, the virtual steering matrix can be decomposed into a product of characteristic matrix depending on the array structure and a Vandermonde matrix bearing the DOA information. The exact number of virtual sensors that the KR-UCA model is able to provide is studied as well. Simulation results are included to demonstrate the effectiveness of the proposed method. HighlightsAn underdetermined DOA estimation scheme for UCA is proposed.The equivalent steering matrix has the Vandermonde structure for DOA estimation.The degrees of freedom (DOF) resulting from the virtual array are analyzed.

[1]  Thomas Kailath,et al.  Detection of signals by information theoretic criteria , 1985, IEEE Trans. Acoust. Speech Signal Process..

[2]  Zishu He,et al.  2D DOA estimation with sparse uniform circular arrays in the presence of mutual coupling , 2011, EURASIP J. Adv. Signal Process..

[3]  Irene A. Stegun,et al.  Handbook of Mathematical Functions. , 1966 .

[4]  J. Capon High-resolution frequency-wavenumber spectrum analysis , 1969 .

[5]  P. Laguna,et al.  Signal Processing , 2002, Yearbook of Medical Informatics.

[6]  Lei Huang,et al.  Reduced-Rank MDL Method for Source Enumeration in High-Resolution Array Processing , 2007, IEEE Transactions on Signal Processing.

[7]  Chong-Yung Chi,et al.  DOA Estimation of Quasi-Stationary Signals With Less Sensors Than Sources and Unknown Spatial Noise Covariance: A Khatri–Rao Subspace Approach , 2010, IEEE Transactions on Signal Processing.

[8]  H. V. Trees Detection, Estimation, And Modulation Theory , 2001 .

[9]  Benjamin Friedlander,et al.  The root-MUSIC algorithm for direction finding with interpolated arrays , 1993, Signal Process..

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

[11]  Lieven De Lathauwer,et al.  Blind Identification of Underdetermined Mixtures by Simultaneous Matrix Diagonalization , 2008, IEEE Transactions on Signal Processing.

[12]  Benjamin Friedlander,et al.  Direction finding algorithms based on high-order statistics , 1991, IEEE Trans. Signal Process..

[13]  Miriam A. Doron,et al.  Wavefield modeling and array processing .I. Spatial sampling , 1994, IEEE Trans. Signal Process..

[14]  Georgios B. Giannakis,et al.  Modeling of non-Gaussian array data using cumulants: DOA estimation of more sources with less sensors , 1993, Signal Process..

[15]  Arthur Jay Barabell,et al.  Improving the resolution performance of eigenstructure-based direction-finding algorithms , 1983, ICASSP.

[16]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[17]  Miriam A. Doron,et al.  Wavefield modeling and array processing. II. Algorithms , 1994, IEEE Trans. Signal Process..

[18]  Lei Huang,et al.  Source Enumeration for High-Resolution Array Processing Using Improved Gerschgorin Radii Without Eigendecomposition , 2008, IEEE Transactions on Signal Processing.

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

[20]  B GiannakisGeorgios,et al.  Modeling of non-Gaussian array data using cumulants , 1993 .

[21]  Laurent Albera,et al.  On the virtual array concept for higher order array processing , 2005, IEEE Transactions on Signal Processing.

[22]  Michael D. Zoltowski,et al.  Eigenstructure techniques for 2-D angle estimation with uniform circular arrays , 1994, IEEE Trans. Signal Process..

[23]  Visa Koivunen,et al.  DoA Estimation Via Manifold Separation for Arbitrary Array Structures , 2007, IEEE Transactions on Signal Processing.

[24]  Hendrik Rogier,et al.  UCA Root-MUSIC With Sparse Uniform Circular Arrays , 2008, IEEE Transactions on Signal Processing.

[25]  Zou Cai-rong Speech Enhancement Based on Subspace Method for Narrowband Noise , 2007 .

[26]  Thorsten Gerber,et al.  Handbook Of Mathematical Functions , 2016 .

[27]  Mostefa Mesbah,et al.  A Nonstationary Model of Newborn EEG , 2007, IEEE Transactions on Biomedical Engineering.

[28]  M. Leong,et al.  Decoupled 2D Direction of Arrival Estimation Using Compact Uniform Circular Arrays in the Presence of Elevation-Dependent Mutual Coupling , 2010, IEEE Transactions on Antennas and Propagation.

[29]  M. Melamed Detection , 2021, SETI: Astronomy as a Contact Sport.