Title :
Joint DoA-range-Doppler tracking of moving targets based on compressive sensing
Author :
Vinh Dang ; Kilic, Ozlem
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Catholic Univ. of America, Washington, DC, USA
Abstract :
In this paper, the tracking of moving targets using a stepped frequency linear antenna array is addressed through the compressive sensing (CS) framework. Multiple targets are resolved in the three-dimensional directions of arrival (DoA)-range-Doppler space for each time instant. The Orthogonal Matching Pursuit (OMP) algorithm is utilized to reconstruct the target space using measurements at a small number of randomly selected frequencies. The performance of the proposed approach is evaluated through simulation result in terms of accuracy and computational complexity.
Keywords :
Doppler radar; compressed sensing; computational complexity; direction-of-arrival estimation; linear antenna arrays; object detection; radar antennas; radar signal processing; signal reconstruction; target tracking; 3D directions-of-arrival-range-Doppler space; OMP algorithm; compressive sensing framework; computational complexity; joint DoA-range-Doppler moving target tracking; moving target detection; orthogonal matching pursuit algorithm; random frequency selection; stepped frequency Doppler radar; stepped frequency linear antenna array; target space reconstruction; Compressed sensing; Doppler radar; Joints; Matching pursuit algorithms; Radar tracking; Target tracking;
Conference_Titel :
Antennas and Propagation Society International Symposium (APSURSI), 2014 IEEE
Conference_Location :
Memphis, TN
Print_ISBN :
978-1-4799-3538-3
DOI :
10.1109/APS.2014.6904402