Target detection and imaging on passive bistatic radar systems = Pasif bistatik radar sistemleri üzerinde hedef tespiti ve görüntülenmesi
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Abstract
Passive Bistatic Radar (PBR) systems have become more popular in recent years
in many research communities and countries. Papers related to PBR systems
have increasingly received significant attention in research. There are many target
detection methods for PBR system in the literature. This thesis assumes a
system scenario based on stereo FM signals as transmitters of opportunity. Ambiguity
function (AF) is a function that determines the locations of targets in
range-Doppler map turns out to be noisy in practice. This can cause a problem
with low SNR-valued targets because they cannot be visible. To solve this problem,
compressive sensing (CS) and projection onto the epigraph set of the 1 ball (PES-
1) are used to denoise the range-Doppler map. Some CS methods are applied
to the system scenario, which are Basis Pursuit (BP), Orthogonal Matching
Pursuit (OMP), Compressed Sampling Matching Pursuit (CoSaMP), Iterative
Hard Thresholding (IHT). In addition, AF is generally used to determine the
similarities between two signals. Therefore, different correlation methods can be
also used to compare the surveillance and time delayed frequency shifted replica of
the reference signal. Maximal Information Coefficient (MIC), Pearson correlation
coefficient, Spearman’s rank correlation coefficient are used for the target detection.
This thesis proposes a least squares (LS) based method which outperforms
other correlation algorithms in terms of PSNR and SNR. Two LS coefficients are
obtained from the real and imaginary parts of predicting the surveillance signal
using the modulated reference signal. Norm of LS coefficients exhibit a peak at
target locations. The proposed method detects close targets better than the ordinary
AF method and decreases the number of sidelobes on multiple FM channels
based the PBR system.