Title :
Deterministic blind identification in antenna array processing
Author :
Sahnoun, Souleymen ; Comon, Pierre
Author_Institution :
GIPSA-Lab., St. Martin d´Heres, France
Abstract :
The estimation of directions of arrival is formulated as the decomposition of a 3-way array into a sum of rank-one terms. However, a low-rank tensor approximation does not always exist. We propose an optimization technique based on differentiable angular constraints on the factors, ensuring the existence of the low-rank tensor decomposition. The efficiency of the proposed algorithm is demonstrated via numerical simulations, and compared to Cramér-Rao bounds.
Keywords :
antenna arrays; optimisation; tensors; Cramér-Rao bounds; antenna array processing; deterministic blind identification; differentiable angular constraints; low-rank tensor decomposition; numerical simulations; optimization technique; Arrays; Direction-of-arrival estimation; Estimation; Signal processing algorithms; Tensile stress; Vectors;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th
Conference_Location :
A Coruna
DOI :
10.1109/SAM.2014.6882433