Title :
Decoupled maximum likelihood angle estimation for coherent signals
Author :
Cedervall, Mats ; Moses, Randolph L.
Author_Institution :
Syst. & Control Group, Uppsala Univ., Sweden
fDate :
Oct. 30 1995-Nov. 1 1995
Abstract :
We present an algorithm for estimating the directions of arrival (DOAs) and signal amplitudes of known, possibly coherent signals impinging on an array of sensors. The algorithm is an extension to the DEML method of Li et al. (see IEEE Transactions on Signal Processing, vol.43, no.9, 1995), used to handle coherent multipath which may be present in the signals. We derive a large-sample maximum likelihood estimator for the signal parameters. The algorithm is computationally efficient because the nonlinear minimization step decouples into a set of minimizations of smaller dimension. We also derive the asymptotic statistical variance of the parameter estimates, develop an analytical expression for the CR bound for this signal scenario, and compare the two both theoretically and numerically.
Keywords :
direction-of-arrival estimation; CR bound; DEML method; DOA estimation; algorithm; analytical expression; asymptotic statistical variance; coherent multipath; coherent signals; computationally efficient algorithm; decoupled maximum likelihood angle estimation; directions of arrival; large-sample maximum likelihood estimator; nonlinear minimization; sensors array; signal amplitude estimation; signal parameters; Amplitude estimation; Analysis of variance; Direction of arrival estimation; Maximum likelihood estimation; Minimization methods; Parameter estimation; Sensor arrays; Signal analysis; Signal processing; Signal processing algorithms;
Conference_Titel :
Signals, Systems and Computers, 1995. 1995 Conference Record of the Twenty-Ninth Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-8186-7370-2
DOI :
10.1109/ACSSC.1995.540881