Rd. Degroat et al., BIAS CORRECTION AND FORWARD-BACKWARD AVERAGING IN FREQUENCY DOA TRACKING PROBLEMS/, Journal of VLSI signal processing systems for signal, image, and video technology, 14(1), 1996, pp. 93-105
Citations number
19
Categorie Soggetti
Computer Sciences, Special Topics","Engineering, Eletrical & Electronic","Computer Science Information Systems
In this paper, we discuss some issues relevant to frequency and direct
ion of arrival (DOA) tracking problems. First, we develop a linear Fre
quency Modulated (FM) signal model for accurately describing windowed,
slowly time varying narrowband signals that typically occur in tracki
ng problems. We then derive first order bias expressions for the peak
locations of a Discrete Time Fourier Transform (DTFT) spectrum of a wi
ndowed, slowly time varying linear FM signal. We also show that Forwar
d-Backward (FB) averaging is generally inappropriate for nonstationary
data, but that it is appropriate when applied to tracking the frequen
cies of windowed, slowly time varying narrowband signals. A major moti
vation for using FB averaging is to increase the efficiency of subspac
e based frequency/DOA estimation in tracking problems. Finally, simula
tions confirm our first order bias expressions, and show that FB avera
ging does not significantly alter (or degrade) the time varying MUSIC
based frequency estimation performance over that of Forward only avera
ging.