Near-Field Source Localization With Two-Level Nested Arrays

The concept of the nested array has been used widely for underdetermined far-field source localization. In this case, the enhanced degrees-of-freedom (DOFs) is often achieved by using spatial smoothing because the difference co-array of a two-level nested array behaves like a uniformly-spaced linear array (ULA). This ingenious operation cannot be used for near-field localization because the ULA behavior of the co-array is violated by the near-field’s curved wavefronts and range-dependent attenuation. Thus, the application of nested arrays for near-field localization becomes challenging. In this letter, we propose to concatenate the vectorization of multiple fourth-order cumulant matrices to increase the DOFs offered by the nested arrays. We also show that when the sources are in the near-field, the maximum DOFs provided by a two-level nested array with <inline-formula> <tex-math notation="LaTeX">$L$ </tex-math></inline-formula> physical sensors can mathematically be up to exactly <inline-formula> <tex-math notation="LaTeX">$L^{2}$ </tex-math></inline-formula>. The well-posed identification conditions are discussed as well. Numerical examples are conducted to verify our analysis. Comparisons with existing ULA-based methods are also provided.

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

[2]  Hing Cheung So,et al.  Direction-of-Arrival Estimation of Coherent Signals via Coprime Array Interpolation , 2020, IEEE Signal Processing Letters.

[3]  Junli Liang,et al.  Passive Localization of Near-Field Sources Using Cumulant , 2009, IEEE Sensors Journal.

[4]  Wenxian Yu,et al.  Direction Finding of Multiple Partially Polarized Signals With a Nested Cross-Diople Array , 2017, IEEE Antennas and Wireless Propagation Letters.

[5]  Jerry M. Mendel,et al.  Tutorial on higher-order statistics (spectra) in signal processing and system theory: theoretical results and some applications , 1991, Proc. IEEE.

[6]  Zhi Zheng,et al.  Two-Dimensional DOA Estimation Using Two Parallel Nested Arrays , 2020, IEEE Communications Letters.

[7]  Arye Nehorai,et al.  Identifiability in array processing models with vector-sensor applications , 1996, IEEE Trans. Signal Process..

[8]  Michael D. Zoltowski,et al.  Beamspace Root-MUSIC for minimum redundancy linear arrays , 1993, IEEE Trans. Signal Process..

[9]  Anthony J. Weiss,et al.  Range and bearing estimation using polynomial rooting , 1993 .

[10]  Wang Zheng,et al.  Localization of Near-Field Sources: A Reduced-Dimension MUSIC Algorithm , 2018, IEEE Communications Letters.

[11]  Yi Liao,et al.  Localization of Mixed Near-Field and Far-Field Sources Using Symmetric Double-Nested Arrays , 2019, IEEE Transactions on Antennas and Propagation.

[12]  M. Barkat,et al.  Near-field multiple source localization by passive sensor array , 1991 .

[13]  Michael Yan Wah Chia,et al.  Near-Field Source Localization via Symmetric Subarrays , 2007, IEEE Signal Processing Letters.

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

[15]  Moeness G. Amin,et al.  DOA Estimation Exploiting Moving Dilated Nested Arrays , 2019, IEEE Signal Processing Letters.

[16]  Yonina C. Eldar,et al.  Direction of Arrival Estimation Using Co-Prime Arrays: A Super Resolution Viewpoint , 2013, IEEE Transactions on Signal Processing.

[17]  Nanning Zheng,et al.  Subspace-Based Algorithms for Localization and Tracking of Multiple Near-Field Sources , 2019, IEEE Journal of Selected Topics in Signal Processing.

[18]  P. P. Vaidyanathan,et al.  Remarks on the Spatial Smoothing Step in Coarray MUSIC , 2015, IEEE Signal Processing Letters.

[19]  Nanning Zheng,et al.  Localization of Near-Field Sources Based on Linear Prediction and Oblique Projection Operator , 2019, IEEE Transactions on Signal Processing.

[20]  Arye Nehorai,et al.  Coarrays, MUSIC, and the Cramér–Rao Bound , 2016, IEEE Transactions on Signal Processing.

[21]  Arye Nehorai,et al.  Improved Source Number Detection and Direction Estimation With Nested Arrays and ULAs Using Jackknifing , 2013, IEEE Transactions on Signal Processing.

[22]  Ting Shu,et al.  Near-Field Parameter Estimation for Polarized Source Using Spatial Amplitude Ratio , 2020, IEEE Communications Letters.

[23]  Zeng Xiaoping,et al.  High Accuracy Near-Field Localization Algorithm at Low SNR Using Fourth-Order Cumulant , 2020, IEEE Communications Letters.

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

[25]  Emmanuèle Grosicki,et al.  A weighted linear prediction method for near-field source localization , 2002, IEEE Transactions on Signal Processing.

[26]  Jerry M. Mendel,et al.  Applications of cumulants to array processing. III. Blind beamforming for coherent signals , 1997, IEEE Trans. Signal Process..

[27]  Bin Tang,et al.  Joint angle–frequency estimation with spatiotemporal nested sampling , 2017 .

[28]  Arye Nehorai,et al.  Nested Array Processing for Distributed Sources , 2014, IEEE Signal Processing Letters.

[29]  Jun Li,et al.  Robust adaptive beamforming in nested array , 2015, Signal Process..

[30]  Arye Nehorai,et al.  Wideband Gaussian Source Processing Using a Linear Nested Array , 2013, IEEE Signal Processing Letters.