Title :
Spatial averaging of time-frequency distributions for signal recovery in uniform linear arrays
Author :
Zhang, Yimin ; Amin, Moeness G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Villanova Univ., PA, USA
fDate :
10/1/2000 12:00:00 AM
Abstract :
This paper presents a new approach based on spatial time-frequency averaging for separating signals received by a uniform linear antenna array. In this approach, spatial averaging of the time-frequency distributions (TFDs) of the sensor data is performed at multiple time-frequency points. This averaging restores the diagonal structure of the source TFD matrix necessary for source separation. With spatial averaging, cross-terms move from their off-diagonal positions in the source TFD matrix to become part of the matrix diagonal entries. It is shown that the proposed approach yields improved performance over the case when no spatial averaging is performed. Further, we demonstrate that in the context of source separation, the spatially averaged Wigner-Ville distribution outperforms the combined spatial-time-frequency averaged distributions, such as the one obtained by using the Choi-Williams (1989) distribution. Simulation examples involving the separation of two sources with close AM and FM modulations are presented
Keywords :
amplitude modulation; array signal processing; direction-of-arrival estimation; frequency modulation; linear antenna arrays; matrix algebra; statistical analysis; time-frequency analysis; AM; Choi-Williams distribution; DOA estimation; FM; angle-of-arrival estimation; cross-terms; multiple time-frequency points; sensor data; signal recovery; signal separation; simulation; source TFD matrix diagonal structure; source separation; spatial time-frequency averaging; spatial-time-frequency averaged distributions; spatially averaged Wigner-Ville distribution; time-frequency distributions; uniform linear antenna array; Array signal processing; Blind source separation; Covariance matrix; Linear antenna arrays; Multiple signal classification; Receiving antennas; Sensor arrays; Signal processing; Source separation; Time frequency analysis;
Journal_Title :
Signal Processing, IEEE Transactions on