Title :
Target recognition using UWB radar signatures extracted via complex ICA
Author_Institution :
ECE Dept., Lafayette Coll., Easton, PA, USA
Abstract :
This paper uses the Fast Independent Component Analysis (FastICA) algorithm, as adapted to noncircular complex sources, to extract radar scattering signatures. Part of these signatures is then used as features in an airborne target recognition system. The concept is illustrated using synthetic target models and then applied to real target models with UWB signatures spanning a 10 GHz bandwidth.
Keywords :
airborne radar; independent component analysis; radar imaging; radar target recognition; ultra wideband radar; FastICA algorithm; UWB radar signatures; airborne target recognition system; bandwidth 10 GHz; fast independent component analysis algorithm; noncircular complex sources; radar scattering signatures; real target models; synthetic target models; Atmospheric modeling; Feature extraction; Radar scattering; Receivers; Target recognition; Ultra wideband radar; FastICA; Scattering; Target Recognition; UWB Radar;
Conference_Titel :
Ultra-Wideband (ICUWB), 2012 IEEE International Conference on
Conference_Location :
Syracuse, NY
Print_ISBN :
978-1-4577-2031-4
DOI :
10.1109/ICUWB.2012.6340413