Title :
Reduction of snapshots for MIMO radar detection by block/group orthogonal matching pursuit
Author :
Ali, Hussain ; Ahmed, Sajid ; Al-Naffouri, Tareq Y. ; Alouini, Slim
Author_Institution :
Dept. of Electr. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
Abstract :
Multiple-input multiple-output (MIMO) radar works on the principle of transmission of independent waveforms at each element of its antenna array and is widely used for surveillance purposes. In this work, we investigate MIMO radar target localization problem with compressive sensing. Specifically, we try to solve the problem of estimation of target location in MIMO radar by group and block sparsity algorithms. It will lead us to a reduced number of snapshots required and also we can achieve better radar resolution. We will use group orthogonal matching pursuit (GOMP) and block orthogonal matching pursuit (BOMP) for our problem.
Keywords :
MIMO radar; antenna arrays; radar antennas; BOMP; GOMP; MIMO radar detection; MIMO radar target localization problem; antenna array; block orthogonal matching pursuit; block sparsity algorithms; block-group orthogonal matching pursuit; compressive sensing; group orthogonal matching pursuit; independent waveforms; multiple-input multiple-output radar; radar resolution; snapshot reduction; Arrays; Estimation; MIMO radar; Matching pursuit algorithms; Signal processing algorithms; Vectors; block orthogonal matching pursuit; compressive sensing; group orthogonal matching pursuit;
Conference_Titel :
Radar Conference (Radar), 2014 International
DOI :
10.1109/RADAR.2014.7060279