Title :
Radar detection of hidden targets
Author :
MacDonald, Doug ; Isenman, Jeff ; Roman, Juan
Author_Institution :
Lockheed Martin TDS-AZ, Litchfield Park, AZ, USA
Abstract :
To counter long-standing reconnaissance deficiencies against target camouflage and concealment, the Radio Frequency (RF) Technology Division of Wright Laboratory has been supporting the development of Ultra-High Frequency (UHF) Synthetic-Aperture Radar (SAR) technology. The capability to detect and classify vehicles hidden under foliage and/or camouflage has been successfully demonstrated through significant airborne data collections from a 200-700 MHz, fully polarimetric SAR operated by NAWC/ERIM. Range-migration SAR processing provides sub-meter resolution imagery to support robust Automatic Target Detection and Cueing (ATD/C) processing. Lockheed Martin Tactical Defense Systems, Arizona (LMTDSAZ), is providing real-time image formation and target detection processing on commercially available parallel processors to support development of an advanced technology demonstration system for Uninhabited Aerial Vehicle (UAV) applications. An overview of the ATD/C architecture and supporting UHF SAR image data base used for algorithm development and analysis is described. Key discriminants of the detection process include efficient focus of attention screening, high discriminant dimensionality, and Bayesian Neural Network (BNN) detection. Outlined are the discriminants used, processing flow, and ongoing algorithm advances to improve detection performance and computational efficiency for typical conditions of strong tree clutter and high attenuation of concealed target signatures. Results of recent demonstrations of scaleable real-time image formation and target detection processing on Commercial Off-the-Shelf (COTS) digital processors are provided
Keywords :
Bayes methods; computational complexity; image classification; image segmentation; military computing; neural nets; parallel architectures; parallel processing; radar clutter; radar detection; radar imaging; radar target recognition; real-time systems; surveillance; synthetic aperture radar; 200 to 700 MHz; Lockheed Martin Tactical Defense Systems; UHF synthetic aperture radar; advanced technology demonstration; airborne data collection; automatic target detection; classification; concealment; hidden targets; image data collection; parallel processor; polarimetric SAR; real-time image formation; reconnaissance; submeter resolution imagery; target camouflage; target detection processing; Counting circuits; Frequency conversion; Object detection; Radar detection; Radar imaging; Radar polarimetry; Radio frequency; Reconnaissance; Unmanned aerial vehicles; Vehicle detection;
Conference_Titel :
Aerospace and Electronics Conference, 1997. NAECON 1997., Proceedings of the IEEE 1997 National
Conference_Location :
Dayton, OH
Print_ISBN :
0-7803-3725-5
DOI :
10.1109/NAECON.1997.622739