Title :
Direction-of-arrival estimation of FM sources based on robust spatial time-frequency distribution matrices
Author :
Sharif, Waqas ; Chakhchoukh, Yacine ; Zoubir, Abdelhak M.
Author_Institution :
Tech. Univ. Darmstadt, Darmstadt, Germany
Abstract :
We consider robust Direction-Of-Arrival (DOA) estimation of frequency modulated sources impinging on a sensors´ array. DOA estimation based on standard spatial time-frequency distributions (STFDs) fails in the presence of impulsive noise. We propose two approaches to robustify the estimation. The first approach is based on pre-processing the observations to reduce and suppress impulsive interference. The second approach uses a weighted STFD estimation where the weights are based on the distance of the observations from the center of the majority of the data. The efficacy of the proposed methods is shown via simulations where an improvement of the estimation in the presence of impulsive noise is obtained. Both methods offer good robustness while being simple and easy to implement.
Keywords :
array signal processing; direction-of-arrival estimation; frequency estimation; frequency modulation; impulse noise; matrix algebra; sensor arrays; time-frequency analysis; DOA estimation; FM source; direction-of-arrival estimation; frequency modulated source; impulsive interference; impulsive noise; robust spatial time-frequency distribution matrices; sensor array; standard spatial time-frequency distribution; weighted STFD estimation; Arrays; Direction of arrival estimation; Estimation; Frequency modulation; Noise; Robustness; Time frequency analysis; DOA estimation; array processing; impulsive noise; robust statistics; time-frequency analysis;
Conference_Titel :
Statistical Signal Processing Workshop (SSP), 2011 IEEE
Conference_Location :
Nice
Print_ISBN :
978-1-4577-0569-4
DOI :
10.1109/SSP.2011.5967752