TY - JOUR
T1 - Automatic Ground Target Classification Using Forward Scattering Radar
AU - Cherniakov, Mikhail
AU - Abdullah, Raja
AU - Jancovic, Peter
AU - Salous, Mounther
AU - Chapursky, V
PY - 2006/1/1
Y1 - 2006/1/1
N2 - Experimental study is undertaken of the feasibility of forward scattering radar (FSR) and its application to automatic ground target classification. The radar itself, fundamental theoretical analysis, target recognition algorithm and the target's classification subsystem are introduced. For target recognition, the effect of shadow inverse synthetic aperture radar is used. The radar experimental set-up and experimentation results are discussed. For classification, a system is proposed, which extracts features from the radar measurements by using Fourier transform and principle component analysis and uses a nearest neighbour classifier. Speed estimation in FSR is also introduced. By analysing 850 experimentally obtained car signatures, the performance of the system is evaluated and the effectiveness of the system is confirmed. The limitations of the work and its future are also discussed.
AB - Experimental study is undertaken of the feasibility of forward scattering radar (FSR) and its application to automatic ground target classification. The radar itself, fundamental theoretical analysis, target recognition algorithm and the target's classification subsystem are introduced. For target recognition, the effect of shadow inverse synthetic aperture radar is used. The radar experimental set-up and experimentation results are discussed. For classification, a system is proposed, which extracts features from the radar measurements by using Fourier transform and principle component analysis and uses a nearest neighbour classifier. Speed estimation in FSR is also introduced. By analysing 850 experimentally obtained car signatures, the performance of the system is evaluated and the effectiveness of the system is confirmed. The limitations of the work and its future are also discussed.
UR - http://www.scopus.com/inward/record.url?scp=33750187411&partnerID=8YFLogxK
U2 - 10.1049/ip-rsn:20050028
DO - 10.1049/ip-rsn:20050028
M3 - Article
SN - 1751-8792
VL - 153
SP - 427
EP - 437
JO - IEE Proceedings - Radar, Sonar and Navigation
JF - IEE Proceedings - Radar, Sonar and Navigation
IS - 5
ER -