Title :
Three-Dimensional Compressed Sensing-Based Millimeter-Wave Imaging
Author :
Alvarez, Yuri ; Rodriguez-Vaqueiro, Yolanda ; Gonzalez-Valdes, Borja ; Rappaport, Carey M. ; Las-Heras, Fernando ; Martinez-Lorenzo, Jose Angel
Author_Institution :
Dept. of Electr. Eng., Univ. de Oviedo, Gijon, Spain
Abstract :
An extension of compressed sensing (CS)-based millimeter-wave imaging techniques from two- to three-dimensional (2-D to 3-D) is presented. The idea is to study the reduction in the minimum number of receivers with respect to standard synthetic aperture radar (SAR) imaging to accurately recover the geometry of the object-under-test. 3-D CS main drawback is the increased calculation time with respect to standard SAR algorithms. To overcome this limitation, a novel technique consisting in splitting a large problem as a combination of small ones is proposed. These small problems can be solved via parallelized 3-D CS, resulting in calculation time savings. Moreover, practical implementation of a 3-D CS-based millimeter-wave imaging system is discussed. Validation with simulations and measurements is presented.
Keywords :
compressed sensing; millimetre wave imaging; synthetic aperture radar; 3D CS-based millimeter-wave imaging system; SAR imaging; standard synthetic aperture radar imaging; three-dimensional compressed sensing-based millimeter-wave imaging; Apertures; Imaging; Reflectivity; Standards; Synthetic aperture radar; TV; Three-dimensional displays; Compressed Sensing; Compressed sensing (CS); Imaging Systems; Millimeter-wave imaging; Synthetic Aperture Radar (SAR); imaging systems; millimeter-wave imaging; synthetic aperture radar (SAR);
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2015.2481487