Title :
Moving target feature extraction for airborne high-range resolution phased-array radar
Author :
Li, Jian ; Liu, Guoqing ; Jiang, Nanzhi ; Stoica, Petre
Author_Institution :
Dept. of Electr. & Comput. Eng., Florida Univ., Gainesville, FL, USA
fDate :
2/1/2001 12:00:00 AM
Abstract :
We study the feature extraction of moving targets in the presence of temporally and spatially correlated ground clutter for airborne high-range resolution (HRR) phased-array radar. To avoid the range migration problems that occur in HRR radar data, we first divide the HRR range profiles into low-range resolution (LRR) segments. Since each LRR segment contains a sequence of HRR range bins, no information is lost due to the division, and hence, no loss of resolution occurs. We show how to use a vector auto-regressive (VAR) filtering technique to suppress the ground clutter, Then, a parameter estimation algorithm is proposed for target feature extraction. From the VAR-filtered data, the target Doppler frequency and the spatial signature vectors are first estimated by using a maximum likelihood (ML) method. The target phase history and direction-of-arrival (DOA) (or the array steering vector for an unknown array manifold) are then estimated from the spatial signature vectors by minimizing a weighted least squares (WLS) cost function. The target radar cross section (RCS)-related complex amplitude and range-related frequency of each target scatterer are then extracted from the estimated target phase history by using RELAX, which is a relaxation-based high-resolution feature extraction algorithm. Numerical results are provided to demonstrate the performance of the proposed algorithm
Keywords :
Doppler effect; airborne radar; array signal processing; autoregressive processes; correlation methods; direction-of-arrival estimation; feature extraction; filtering theory; interference suppression; least squares approximations; maximum likelihood estimation; phased array radar; radar clutter; radar detection; radar resolution; DOA estimation; Doppler frequency; HRR radar data; HRR range bins; HRR range profiles; MLE; RCS-related complex amplitude; RELAX; VAR-filtered data; airborne high-range resolution phased-array radar; algorithm performance; array manifold; array steering vector; direction-of-arrival; ground clutter suppression; high-resolution feature extraction algorithm; low-range resolution segments; maximum likelihood estimation; moving target feature extraction; parameter estimation algorithm; radar cross section; relaxation-based feature extraction; spatial signature vectors; spatially correlated ground clutter; target phase history; target scatterer; temporally correlated ground clutter; vector auto-regressive filtering; weighted least squares cost function; Airborne radar; Feature extraction; Frequency estimation; History; Maximum likelihood estimation; Phase estimation; Phased arrays; Radar clutter; Reactive power; Spatial resolution;
Journal_Title :
Signal Processing, IEEE Transactions on