Title :
A subspace-based direction finding algorithm using fractional lower order statistics
Author :
Liu, Tsung-Hsien ; Mendel, Jerry M.
Author_Institution :
Gradute Inst. of Commun. Eng, Nat. Chung Cheng Univ., Chiayi, Taiwan
fDate :
8/1/2001 12:00:00 AM
Abstract :
We propose several classes of fractional lower order moment (FLOM)-based matrices that can be used with MUSIC to estimate the DOAs of independent circular signals embedded in additive SαS (symmetric α stable) noise (e.g., sea clutter). We run simulations with different choices of the FLOM parameter p for our FLOM-based matrices and conclude that when the noise is SαS with unknown α≠2, FLOM-multiple signal classification (MUSIC) with p close to unity yields good performance. The performance of FLOM-MUSIC and robust covariation-based (ROC)-MUSIC are similar. Three scenarios that contain circular signals (phase modulation (PM), circularly symmetrical Gaussian, and quaternary phase-shift keying (QPSK)) and one scenario that contains noncircular signals (binary phase-shift keying (BPSK)), all embedded in the same SαS noise, are tested. These simulation results reveal that the scenario containing BPSK signals leads to poor performance, indicating that FLOM-MUSIC is presently limited to circular signals
Keywords :
array signal processing; direction-of-arrival estimation; matrix algebra; noise; quadrature phase shift keying; signal classification; statistical analysis; BPSK; DOA; FLOM-MUSIC; FLOM-based matrices; FLOM-multiple signal classification; MUSIC; QPSK; additive SαS noise; binary phase-shift keying; circularly symmetrical Gaussian scenario; fractional lower order moment-based matrices; fractional lower order statistics; independent circular signals; noncircular signals; performance; phase modulation; quaternary phase-shift keying; robust covariation-based ROC-MUSIC; subspace-based direction finding algorithm; symmetric α stable noise; 1f noise; Additive noise; Binary phase shift keying; Direction of arrival estimation; Multiple signal classification; Noise robustness; Pattern classification; Phase modulation; Phase shift keying; Symmetric matrices;
Journal_Title :
Signal Processing, IEEE Transactions on