On the resolution of the LASSO-based DOA estimation method
Paper i proceeding, 2011

This paper investigates the consistency of the LASSO-based DOA estimation of the narrow-band signals in infinitely high SNR. Such a method provides a robust and accurate approximation of the Maximum Likelihood estimation. However, as we show, unlike the standard techniques such as subspace methods the LASSO-based estimation is generally not consistent in high SNRs. In return, considering the true DOA's, we show that the method is consistent for certain configuration of the sources. This approach leads us to relate such a conditional consistency to the resolution concept. We next give a condition to verify the consistency of a given set of directions and simplify it to a computationally fast equivalent algorithm. The results show that the resolution in infinitely high SNR case for m sensors decreases by speed 1 over m.

LASSO

consistency analysis

DOA estimation

performance analysis

resolution

Författare

Ashkan Panahi

Chalmers, Signaler och system, Signalbehandling och medicinsk teknik, Signalbehandling

Mats Viberg

Chalmers, Signaler och system, Signalbehandling och medicinsk teknik, Signalbehandling

Proceedings - 2011 International ITG Workshop on Smart Antennas, WSA 2011

5741938

Ämneskategorier

Signalbehandling

DOI

10.1109/WSA.2011.5741938

ISBN

978-161284074-1

Mer information

Skapat

2017-10-08