Title :
Rectification of cross spectral matrices for arrays of arbitrary geometry
Author :
Forster, Philippe ; Asté, Thierry
Author_Institution :
Lab. Electron. et Commun., CNAM, Paris, France
Abstract :
In high resolution methods applied to uniform linear arrays (ULA), the pre-processing that consists in forcing the estimated cross spectral matrix (CSM) to be Toeplitz by averaging its elements along its diagonals is known to increase drastically the resolving power: that is why it is always done in practice. However, this approach is limited to linear arrays because of the required Toeplitz structure for the CSM. This paper generalizes this technique to arrays of arbitrary geometry: the developed method is referred to as rectification. It proceeds by searching first for a vector subspace of Hermitian matrices that contains the manifold generated by the CSMs when the angle of arrival varies: this preliminary step is performed only one time for a given array geometry. Next, rectification of estimated CSMs is achieved by projecting them onto this subspace, resulting in denoising and increased resolving power of source localization methods at a very low computational cost. As a by product, the storage requirements for the CSMs are greatly reduced
Keywords :
Hermitian matrices; Toeplitz matrices; array signal processing; direction-of-arrival estimation; signal resolution; spectral analysis; Hermitian matrices; Toeplitz matrix; angle of arrival; arbitrary geometry arrays; cross spectral matrices; denoising; high resolution methods; pre-processing technique; rectification; resolving power; sensor array; source localization; uniform linear arrays; vector subspace; Computational efficiency; Covariance matrix; Fourier transforms; Frequency; Geometry; Noise reduction; Sensor arrays; Smoothing methods; Transmission line matrix methods; Vectors;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.761351