A Fast HRRP Synthesis Algorithm with Sensing Dictionary in GTD Model

作者: Qun Wan , Rong Fan , Yipeng Liu , Hui Chen , Xiao Zhang

DOI:

关键词:

摘要: To achieve high range resolution profile (HRRP), the geometric theory of diffraction (GTD) parametric model is widely used in stepped-frequency radar system. In paper, a fast synthetic algorithm, called orthogonal matching pursuit with sensing dictionary (OMP-SD), proposed. It formulates traditional HRRP to be sparse approximation problem over redundant dictionary. As it employs priori information that targets are sparsely distributed space, (SRP) can accomplished even presence data lost. Besides, computational complexity reduced by introducing (SD) and mitigates mismatch at same time. The computation decreases from O(MNDK) flops for OMP O(M(N +D)K) OMP-SD. Simulation experiments illustrate its advantages both additive white Gaussian noise (AWGN) noiseless situation, respectively.

参考文章(20)
Y.-C. Li, L. Zhang, B.-C. Liu, Y.-H. Quan, M.-D. Xing, Z. Bao, Stepped-frequency inverse synthetic aperture radar imaging based on adjacent pulse correlation integration and coherent processing Iet Signal Processing. ,vol. 5, pp. 632- 642 ,(2011) , 10.1049/IET-SPR.2009.0301
X.Z. Dai, J. Xu, Y.-N. Peng, Suppressing HRRP grating lobes in stepped-frequency train of LFM pulses using extended correlation Electronics Letters. ,vol. 43, pp. 1462- 1466 ,(2007) , 10.1049/EL:20072069
K. Schnass, P. Vandergheynst, Dictionary Preconditioning for Greedy Algorithms IEEE Transactions on Signal Processing. ,vol. 56, pp. 1994- 2002 ,(2008) , 10.1109/TSP.2007.911494
Scott Shaobing Chen, David L. Donoho, Michael A. Saunders, Atomic Decomposition by Basis Pursuit SIAM Journal on Scientific Computing. ,vol. 20, pp. 33- 61 ,(1998) , 10.1137/S1064827596304010
N. Levanon, Stepped-frequency pulse-train radar signal IEE Proceedings - Radar, Sonar and Navigation. ,vol. 149, pp. 297- 309 ,(2002) , 10.1049/IP-RSN:20020432
Rui Ming Yang, Qun Wan, Wan Lin Yang, Li Ping Dong, Greedy approach to sparse multi-path channel estimation using sensing dictionary International Journal of Adaptive Control and Signal Processing. ,vol. 25, pp. 544- 553 ,(2011) , 10.1002/ACS.1223
D. X. Jin, S. M. Cui, D. G. Fang, AN EFFICIENT REPRESENTATION FOR RADAR SCATTERING WITH THE USE OF THE GENETIC ALGORITHM Microwave and Optical Technology Letters. ,vol. 15, pp. 36- 39 ,(1997) , 10.1002/(SICI)1098-2760(199705)15:1<36::AID-MOP11>3.0.CO;2-6