DOA Estimation of Non-Circular Signals using Fourth Order Cumulant in Underdetermined Cases

In this paper, we estimate the Direction of Arrival (DoA) of the non-circular signals impinging on the Non-Uniform Linear Array (NULA). A new methodology based on the fourth order cumulant is proposed where the NULA output signal is transformed into the virtual array output signal by utilizing the non-circularity properties. Next, we focused on the enhancing the degrees of freedom by designing the NULA. The proposed NULA design yields the virtual array which offers the significant increase the degrees of freedom as compared to others existing NULAs. The effectiveness of proposed array is verified through the numerical example, and simulation results proved the outperformance of proposed array.

[1]  A. Moffet Minimum-redundancy linear arrays , 1968 .

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

[3]  Monika Agrawal,et al.  Study of DoA Estimation Algorithm for Underdetermined Case , 2018, 2018 OCEANS - MTS/IEEE Kobe Techno-Oceans (OTO).

[4]  T. Engin Tuncer,et al.  Classical and Modern Direction-of-Arrival Estimation , 2009 .

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

[6]  Florian Roemer,et al.  R-dimensional esprit-type algorithms for strictly second-order non-circular sources and their performance analysis , 2014, IEEE Transactions on Signal Processing.

[7]  Florian Roemer,et al.  Enhancements of unitary ESPRIT for non-circular sources , 2004, 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[8]  P. Vaidyanathan,et al.  Coprime sampling and the music algorithm , 2011, 2011 Digital Signal Processing and Signal Processing Education Meeting (DSP/SPE).

[9]  Anne Ferréol,et al.  Higher order direction finding for arbitrary noncircular sources : The NC-2Q-music algorithm , 2010, 2010 18th European Signal Processing Conference.

[10]  Yide Wang,et al.  Improved MUSIC Under the Coexistence of Both Circular and Noncircular Sources , 2008, IEEE Transactions on Signal Processing.

[11]  Jian Liu,et al.  Extended 2q-MUSIC algorithm for noncircular signals , 2008, Signal Process..

[12]  Jean Pierre Delmas,et al.  Statistical Performance of MUSIC-Like Algorithms in Resolving Noncircular Sources , 2008, IEEE Transactions on Signal Processing.

[13]  Braham Himed,et al.  Sparsity-based DOA estimation using co-prime arrays , 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

[14]  Yimin Zhang,et al.  Generalized Coprime Array Configurations for Direction-of-Arrival Estimation , 2015, IEEE Transactions on Signal Processing.

[15]  Guangjun Li,et al.  DOA Estimation of Noncircular Signal Based on Sparse Representation , 2015, Wirel. Pers. Commun..

[16]  P. P. Vaidyanathan,et al.  Multiple Level Nested Array: An Efficient Geometry for $2q$th Order Cumulant Based Array Processing , 2012, IEEE Transactions on Signal Processing.

[17]  Yide Wang,et al.  A non-circular sources direction finding method using polynomial rooting , 2001, Signal Process..

[18]  Tao Wang,et al.  DOA estimation of amplitude modulated signals with less array sensors than sources , 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[19]  G.S. Bloom,et al.  Applications of numbered undirected graphs , 1977, Proceedings of the IEEE.

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

[21]  Florian Roemer,et al.  Analytical performance assessment of esprit-type algorithms for coexisting circular and strictly non-circular signals , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[22]  Yifan Shen,et al.  Vandermonde decomposition of coprime coarray covariance matrix for DOA estimation , 2017, 2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[23]  Jerry M. Mendel,et al.  Applications of cumulants to array processing - I. Aperture extension and array calibration , 1995, IEEE Trans. Signal Process..

[24]  Jun Liu,et al.  Performance analysis of MUSIC for non-circular signals in the presence of mutual coupling , 2010 .

[25]  Yimin D. Zhang,et al.  Effective nested array design for fourth-order cumulant-based DOA estimation , 2017, 2017 IEEE Radar Conference (RadarConf).

[26]  Tao Jin,et al.  Compressive sensing-based coprime array direction-of-arrival estimation , 2017, IET Commun..

[27]  Jean Pierre Delmas,et al.  MUSIC-like estimation of direction of arrival for noncircular sources , 2006, IEEE Transactions on Signal Processing.

[28]  Wei Cui,et al.  Extension of Co-Prime Arrays Based on the Fourth-Order Difference Co-Array Concept , 2016, IEEE Signal Processing Letters.

[29]  Wei Xie,et al.  Fast DOA estimation algorithm for noncircular sources with central symmetrical array , 2014, 2014 12th International Conference on Signal Processing (ICSP).

[30]  Anne Ferréol,et al.  New insights into second and fourth-order direction finding for NonCircular sources , 2014, 2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM).