Title :
Performance analysis for direction finding in non-Gaussian noise
Author :
Sadler, Brian M. ; Kozick, Richard J. ; Moore, Terrence
Author_Institution :
Army Res. Lab., Adelphi, MD, USA
Abstract :
We consider narrowband angle of arrival estimation in non-Gaussian (NG) noise channels, such as arises in some indoor and outdoor mobile communications channels. We develop a general expression for the Cramer-Rao bound (CRB) for direction finding using arrays for deterministic signals plus i.i.d. non-Gaussian noise, generalizing the Gaussian CRB. The CRBs for the noise and direction parameters decouple. The CRB for direction finding is expressed as a product of two terms that depend on the noise distribution, and the signal, respectively. We illustrate the results for a Gaussian mixture PDF, and present simulation results comparing five direction finding algorithms. An approach based on the expectation-maximization (EM) algorithm, that simultaneously estimates the noise parameters, the signal directions, and the signal waveforms, is shown to achieve the CRB over a wide SNR range
Keywords :
Gaussian channels; Gaussian distribution; array signal processing; direction-of-arrival estimation; impulse noise; indoor radio; land mobile radio; optimisation; radio direction-finding; Cramer-Rao bound; Gaussian CRB; Gaussian mixture PDF; SNR range; array processing; deterministic signals; direction finding; direction finding algorithms; direction parameters; expectation-maximization algorithm; i.i.d. nonGaussian noise; impulsive noise; indoor mobile communications channel; narrowband angle of arrival estimation; noise distribution; noise parameters; nonGaussian noise channels; outdoor mobile communications channel; performance analysis; signal directions; signal waveforms; simulation results; Additive noise; Gaussian noise; Genetic expression; Interference; Mobile communication; Narrowband; Noise level; Parameter estimation; Performance analysis; Signal to noise ratio;
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.1999.761358