Title :
Super-resolution radar imaging using fast continuous compressed sensing
Author :
Lei Yang ; Jianxiong Zhou ; Huaitie Xiao
Author_Institution :
Coll. of Electron. Sci. & Eng., Nat. Univ. of Defense Technol., Changsha, China
Abstract :
A continuous compressed sensing method for 2D radar imaging is adopted. Atomic norm minimisation is used for sparse signal recovery and the property of the dual optimal solution is utilised to generate a super-resolution radar image. A feasible first-order algorithm based on the alternating direction method of multipliers is presented for problem solving where the primal and dual optimal solution can be obtained simultaneously. A fast implementation is also developed by exploiting the low rank structure of the subproblem. Experimental results on real data validate the effectiveness of the proposed algorithm.
Keywords :
compressed sensing; radar imaging; 2D radar imaging; atomic norm minimisation; dual optimal solution; fast continuous compressed sensing; first-order algorithm; multipliers alternating direction method; sparse signal recovery; super-resolution radar imaging;
Journal_Title :
Electronics Letters
DOI :
10.1049/el.2015.2525