Title :
DoA Estimation Via Manifold Separation for Arbitrary Array Structures
Author :
Belloni, Fabio ; Richter, Andreas ; Koivunen, Visa
Author_Institution :
Helsinki Univ. of Technol., Helsinki
Abstract :
In this paper, we consider the manifold separation technique (MST), which stems from the wavefield modeling formalism developed for array processing. MST is a method for modeling the steering vector of antenna arrays of practical interest with arbitrary 2-D or 3-D geometry. It is the product of a sampling matrix (dependent on the antenna array only) and a Vandermonde structured coefficients vector depending on the wavefield only. This allows fast direction-of-arrival (DoA) algorithms designed for linear arrays to be used on arrays with arbitrary configuration. In real-world applications, the calibration measurements used to determine the sampling matrix are corrupted by noise. This impairs the performance of MST-based algorithms. In particular, we study the effect of noisy calibration measurements on subspace-based DoA algorithms using MST. Expressions describing the error in the DoA estimates due to calibration noise and truncation are derived. This allows predicting the performance of MST-based algorithms in real-world applications. The analysis is verified by simulations. We established a link between the optimal number of selected modes and the statistics of calibration noise. We analyze the modeling error when MST is used for 1-D (azimuth) DoA estimation.
Keywords :
antenna arrays; array signal processing; calibration; direction-of-arrival estimation; geometry; DoA estimation; Vandermonde structured coefficients vector; antenna arrays; arbitrary 2D geometry; arbitrary 3D geometry; arbitrary array structures; direction of arrival algorithms; manifold separation technique; noisy calibration measurements; real world applications; steering vector; Algorithm design and analysis; Antenna arrays; Array signal processing; Calibration; Direction of arrival estimation; Geometry; Linear antenna arrays; Sampling methods; Solid modeling; Vectors; Calibration measurement noise; direction-of-arrival (DoA) estimation; effective aperture distribution function (EADF); error analysis; manifold separation technique;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2007.896115