Title :
On Clutter Sparsity Analysis in Space–Time Adaptive Processing Airborne Radar
Author :
Zhaocheng Yang ; Xiang Li ; Hongqiang Wang ; Weidong Jiang
Author_Institution :
Res. Inst. of Space Electron., Nat. Univ. of Defense Technol., Changsha, China
Abstract :
To have a further understanding of the recently developed space-time adaptive processing (STAP) methods based on sparse representation (SR-STAP), this letter details the clutter sparsity observed by STAP radar systems. First, we review the principle and discuss the existing problems about clutter sparsity of the SR-STAP-type algorithms. Then, a theoretical analysis on clutter sparsity for a side-looking uniform linear array with constant pulse repetition frequency, constant velocity, and no crab is performed. Some important conclusions are obtained, and simulations are used to validate the correctness of them.
Keywords :
airborne radar; radar clutter; clutter sparsity analysis; constant pulse repetition frequency; constant velocity; radar systems; side-looking uniform linear array; space-time adaptive processing airborne radar; sparse representation; Airborne radar; Algorithm design and analysis; Clutter; Dictionaries; Doppler effect; Vectors; Airborne radar; clutter sparsity; space–time adaptive processing (STAP); sparse representation/recovery;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2012.2236639