Abstract:In view of the detection waveform design for cognitive radar with imprecise prior knowledge of target and clutter, while considering the demand of power amplifier on low Peak-to-Average power Ratio (PAR) waveform, a low-PAR robust waveform design method in presence of signal-dependent clutter is proposed. Firstly, the optimization model of radar’s output Signal-to-Interference-plus-Noise Ratio (SINR) is established within the uncertainty of target and clutter via Max-Min method. Secondly, the clutter covariance matrix and Toeplitz matrix of target corresponding to worst-case SINR is obtained. Since the optimization problem of waveform is non-convex, Semi-Definite Relaxation (SDR) is adopted to converse the non-convex problem into a convex problem, which is about the semi-definite matrix of waveform. Finally, the optimal vector solution of waveform can be extracted from the optimal matrix solution by the rank-one approximation method combined with the nearest neighbor method. Compared with the existing methods, the computational complexity of the proposed method is obviously reduced without losing robust performance according to the analysis. The simulation results demonstrate the effectiveness and robustness of the proposed method.
FENG Xiang, CHEN Zhikun, ZHAO Yinan, et al. Unimodular waveforms design for netted radar system via joint optimization relaxed alternating projection[J]. Journal of Electronics & Information Technology, 2016, 38(7): 1745-1751. doi: 10.11999/JEIT151152.
[4]
HE Yan, JIAN Tao, SU Feng, et al. Novel range-spread target detectors in non-gaussian clutter[J]. IEEE Transactions on Aerospace and Electronic Systems, 2010, 46(3): 1312-1328. doi: 10.1109/TAES.2010.5545191.
[5]
CHEN Chunyang and VAIDYANATHAN P P. MIMO radar waveform optimization with prior information of the extended target and clutter[J]. IEEE Transactions on Signal Processing, 2009, 57(9): 3533-3544. doi: 10.1109/TSP.2009. 2021632.
[6]
NAGHSH M M, SOLTANALIAN M, PETRE S, et al. A Doppler robust design of transmit sequence and receiver filter in the presence of signal-dependent interference[J]. IEEE Transactions on Signal Processing, 2014, 62(4): 772-785. doi: 10.1109/TSP.2013.2288082.
[7]
ZHU Wei and TANG Jun. Robust design of transmit waveform and receive filter for colocated MIMO radar[J]. IEEE Signal Processing Letters, 2015, 22(11): 2112-2116. doi: 10.1109/LSP.2015.2461460.
[8]
TANG Bo and TANG Jun. Robust waveform design of wideband cognitive radar for extended target detection[C]. IEEE International Conference on Acoustics, Speech and Signal Processing, Shanghai, China, 2016: 3096-3100. doi: 10.1109/ICASSP.2016.7472247.
[9]
ZHANG Xin and CUI Chen. Robust transmitted waveform and received filter design for cognitive radar in the presence of signal-dependent interference[J]. Circuits, Systems, and Signal Processing, 2013, 32(6): 3013-3029. doi: 10.1007/ s00034-013-9611-6.
[10]
JIU Bo, LIU Hongwei, FENG Dazheng, et al. Minimax robust transmission waveform and receiving filter design for extended target detection with imprecise prior knowledge[J]. Signal Processing, 2012, 92(1): 210-218. doi: 10.1016/j.sigpr. 2011.07.008.
[11]
KARBASI S M, AUBRY A, MAIO A D, et al. Robust design of transmit code and receive filter for extended targets in clutter[J]. IEEE Transactions on Signal Processing, 2015, 63(8): 1965-1976. doi: 10.1109/TSP.2015.2404301.
[12]
YUE Wenzhen, ZHANG Yan, LIU Yimin, et al. Radar constant-modulus waveform design with prior information of the extended target and clutter[J]. Sensors, 2016, 16(6): 889-910. doi: 10.3390/s16060889.
[13]
ROMERO R A, BAE J H, and GOODMAN N A. Theory and application of SNR and mutual information matched illumination waveforms[J]. IEEE Transactions on Aerospace and Electronic Systems, 2011, 47(2): 912-927. doi: 10.1109/ TAES.2011.5751234.
[14]
STOICA P, HE Hao, and LI Jian. Optimization of the receive filter and transmit sequence for active sensing[J]. IEEE Transactions on Signal Processing, 2012, 60(4): 1730-1740. doi: 10.1109/TSP.2011.2179652.
[15]
LI Jian, STOICA P, and WANG Zhisong. On robust capon beamforming and diagonal loading[J]. IEEE Transactions on Signal Processin, 2003, 51(7): 1072-1715. doi: 10.1109/TSP. 2003.812831.
LI Xiuyou, XUE Yonghua, HUANG Yong, et al. Robust MIMO radar waveform design algorithm based on uncertainty set[J]. Journal of Electronics & Information Technology, 2016, 38(10): 2445-2452. doi: 10.11999/ JEIT151425.
[17]
张贤达. 矩阵分析与应用(第2版)[M]. 北京: 清华大学出版社, 2013: 447-450.
ZHANG Xianda. Matrix Analysis and Application(Second Edition)[M]. Beijing: Tsinghua University Press, 2013: 447-450.
[18]
HORN R A and JOHNSON C R. Matrix Analysis[M]. Cambridge: Cambridge University Press, 2012: 86-100.
[19]
LUO Zhiquan, MA W K, SO A M C, et al. Semidefinite relaxation of quadratic optimization problems[J]. IEEE Signal Processing Magazine, 2010, 27(3): 20-34. doi: 10.1109 /MSP.2010.936019.
[20]
PATAKI G. On the rank of extreme matrices in semidefinite programs and the multiplicity of optimal eigenvalues[J]. Mathematics of Operations Research, 1998, 23(2): 339-358.
[21]
TROPP J A, DHILLON I S, HEATH R W, et al. Designing structured tight frames via an alternating projection method[J]. IEEE Transactions on Information Theory, 2005, 51(1): 188-209. doi: 10.1109/TIT.2004.839492.
[22]
YANG Yang and BLUM R S. MIMO radar waveform design based on mutual information and minimum mean-square error estimation[J]. IEEE Transactions on Aerospace and Electronic Systems, 2007, 43(1): 330-343. doi: 10.1109/TAES. 2007.357137.