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Information and Navigation College, Air Force Engineering University, Xi'an 710077, China
Yu-xi WANG, E-mail: WYX10013@163.com
Received:06 November 2016,
Revised:2017-;7-14,
Published:2017-07
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Yu-xi WANG, Guo-ce HUANG, Wei LI, et al. Colocated MIMO radar waveform-design based on two-step optimizations in spatial and spectral domains[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(7): 1021-1032.
Yu-xi WANG, Guo-ce HUANG, Wei LI, et al. Colocated MIMO radar waveform-design based on two-step optimizations in spatial and spectral domains[J]. Frontiers of Information Technology & Electronic Engineering, 2017, 18(7): 1021-1032. DOI: 10.1631/FITEE.1601726.
提出一种基于空频域二步优化的集中式MIMO雷达波形设计方法。首先,利用最小积分旁瓣策略,形成带有零陷的期望发射方向图。针对所形成的非凸优化问题,利用隐藏的凸优化性能,通过半正定松弛和谱分解,可以在多项式时间内有效取得全局最优解。其次,针对空域优化得到的发射波形,引入相位变换对角矩阵并通过类幂方法迭代优化,在不影响雷达空域发射方向图基础上,雷达发射波形可在频域上进一步优化,从而避免对其他无线电设备造成干扰。实验仿真和现有方法对比分析证明了所提算法的有效性。
We propose an efficient colocated multiple-input multiple-output radar waveform-design method based on two-step optimizations in the spatial and spectral domains. First
a minimum integrated side-lobe level strategy is adopted to obtain the desired beam pattern with spatial nulling. By recovering the hidden convexity of the resulting fractional quadratically constrained quadratic programming non-convex problem
the global optimal solution can be achieved in polynomial time through a semi-definite relaxation followed by spectral factorization. Second
with the transmit waveforms obtained via spatial optimization
a phase changing diagonal matrix is introduced and optimized via power method-like iterations. Without influencing the shape of the optimized beam pattern
the transmit waveforms are further optimized in the spectral domain
and the desired spectral nulling is formed to avoid radar interference on the overlaid licensed radiators. Finally
the superior performance of the proposed method is demonstrated via numerical results and comparisons with other approaches to waveform design.
B. Alkire , , , L. Vandenberghe . . Convex optimization problems involving finite autocorrelation sequences . . Math. Program. , , 2002 . . 93 ( ( 3 ): ): 331 - - 359 . . DOI: 10.1007/s10107-002-0334-x http://doi.org/10.1007/s10107-002-0334-x . .
A. Aubry , , , A. de Maio , , , Y.W. Huang , , , 等 . . A new radar waveform design algorithm with improved feasibility for spectral coexistence . . IEEE Trans. Aerosp. Electron. Syst. , , 2015 . . 51 ( ( 2 ): ): 1029 - - 1038 . . DOI: 10.1109/TAES.2014.140093 http://doi.org/10.1109/TAES.2014.140093 . .
A. Aubry , , , V. Carotenuto , , , A. de Maio . . Forcing multiple spectral compatibility constraints in radar waveforms . . IEEE Signal Process. Lett. , , 2016a . . 23 ( ( 4 ): ): 483 - - 487 . . DOI: 10.1109/LSP.2016.2532739 http://doi.org/10.1109/LSP.2016.2532739 . .
A. Aubry , , , A. de Maio , , , Y.W. Huang . . MIMO radar beampattern design via PSL/ISL optimization . . IEEE Trans. Signal Process. , , 2016b . . 64 ( ( 15 ): ): 3955 - - 3967 . . DOI: 10.1109/TSP.2016.2543207 http://doi.org/10.1109/TSP.2016.2543207 . .
A. Aubry , , , V. Carotenuto , , , A. de Maio . . New results on generalized fractional programming problems with Toeplitz quadratics . . IEEE Signal Process. Lett. , , 2016c . . 23 ( ( 6 ): ): 848 - - 852 . . DOI: 10.1109/LSP.2016.2555880 http://doi.org/10.1109/LSP.2016.2555880 . .
I. Bekkerman , , , J. Tabrikian . . Spatially coded signal model for active arrays . . IEEE Int. Conf. on Acoustics, Speech, and Signal Processing , , 2004 . . p.209 - - 212 . . DOI: 10.1109/ICASSP.2004.1326231 http://doi.org/10.1109/ICASSP.2004.1326231 . .
D.W. Bliss , , , K.W. Forsythe . . Multiple-input multiple-output (MIMO) radar and imaging: degrees of freedom and resolution . . Proc. 37th Asilomar Conf. on Signals, Systems and Computers , , 2003 . . p.54 - - 59 . . DOI: 10.1109/ACSSC.2003.1291865 http://doi.org/10.1109/ACSSC.2003.1291865 . .
A. Charnes , , , W.W. Cooper . . Programming with linear fractional functional . . Nav. Res. Logist. Q. , , 1962 . . 9 ( ( 3-4 ): ): 181 - - 186 . . DOI: 10.1002/nav.3800090303 http://doi.org/10.1002/nav.3800090303 . .
Z. Chen , , , H.B. Li , , , G.L. Cui , , , 等 . . Adaptive transmit and receive beamforming for interference mitigation . . IEEE Signal Process. Lett. , , 2014 . . 21 ( ( 2 ): ): 235 - - 239 . . DOI: 10.1109/LSP.2014.2298497 http://doi.org/10.1109/LSP.2014.2298497 . .
A.J. Duly , , , D.J. Love , , , J.V. Krogmeier . . Time-division beamforming for MIMO radar waveform design . . IEEE Trans. Aerosp. Electron. Syst. , , 2013 . . 49 ( ( 2 ): ): 1210 - - 1223 . . DOI: 10.1109/TAES.2013.6494408 http://doi.org/10.1109/TAES.2013.6494408 . .
A. Ehabbazibasmenj , , , A. Hassanien , , , S.A. Vorobyov , , , 等 . . Efficient transmit beamspace design for search-free based DOA estimation in MIMO radar . . IEEE Trans. Signal Process. , , 2014 . . 62 ( ( 6 ): ): 1490 - - 1500 . . DOI: 10.1109/TSP.2014.2299513 http://doi.org/10.1109/TSP.2014.2299513 . .
K.W. Forsythe , , , D.W. Bliss , , , G.S. Fawcett . . Multiple-input multiple-output (MIMO) radar: performance issues . . Proc. 38th Asilomar Conf. on Signals, Systems and Computers , , 2004 . . p.310 - - 315 . . DOI: 10.1109/ACSSC.2004.1399143 http://doi.org/10.1109/ACSSC.2004.1399143 . .
B. Friedlander . . On transmit beamforming for MIMO radar . . IEEE Trans. Aerosp. Electron. Syst. , , 2012 . . 48 ( ( 4 ): ): 3376 - - 3388 . . DOI: 10.1109/TAES.2012.6324717 http://doi.org/10.1109/TAES.2012.6324717 . .
D.R. Fuhrman , , , G. San Antonio . . Transmit beamforming for MIMO radar systems using partial signal correlations . . Proc. 38th Asilomar Conf. on Signals, Systems and Computers , , 2004 . . p.295 - - 299 . . DOI: 10.1109/ACSSC.2004.1399140 http://doi.org/10.1109/ACSSC.2004.1399140 . .
D.R. Fuhrman , , , G. San Antonio . . Transmit beamforming for MIMO radar systems using signal cross-correlation . . IEEE Trans. Aerosp. Electron. Syst. , , 2008 . . 44 ( ( 1 ): ): 171 - - 186 . . DOI: 10.1109/TAES.2008.4516997 http://doi.org/10.1109/TAES.2008.4516997 . .
K. Gerlach , , , M.R. Frey , , , M.J. Steiner , , , 等 . . Spectral nulling on transmit via nonlinear FM radar waveforms . . IEEE Trans. Aerosp. Electron. Syst. , , 2011 . . 47 ( ( 2 ): ): 1507 - - 1515 . . DOI: 10.1109/TAES.2011.5751276 http://doi.org/10.1109/TAES.2011.5751276 . .
P.C. Gong , , , Z.H. Shao , , , G.P. Tu , , , 等 . . Transmit beampattern design based on convex optimization for MIMO radar systems . . Signal Process. , , 2014 . . 94 195 - - 201 . . DOI: 10.1016/j.sigpro.2013.06.021 http://doi.org/10.1016/j.sigpro.2013.06.021 . .
A. Hassanien , , , S.A. Vorobyov . . Transmit energy focusing for DOA estimation in MIMO radar with colocated antennas . . IEEE Trans. Signal Process. , , 2011 . . 59 ( ( 6 ): ): 2669 - - 2682 . . DOI: 10.1109/TSP.2011.2125960 http://doi.org/10.1109/TSP.2011.2125960 . .
T. Higgins , , , T. Webster , , , A.K. Shackelford . . Mitigating interference via spatial and spectral nulling . . IET Radar Sonar Nav. , , 2014 . . 8 ( ( 2 ): ): 84 - - 93 . . DOI: 10.1049/iet-rsn.2013.0194 http://doi.org/10.1049/iet-rsn.2013.0194 . .
G. Hua , , , S.S. Abeysekera . . MIMO radar transmit beampattern design with ripple and transition band control . . IEEE Trans. Signal Process. , , 2013 . . 61 ( ( 11 ): ): 2963 - - 2974 . . DOI: 10.1109/TSP.2013.2252173 http://doi.org/10.1109/TSP.2013.2252173 . .
A. Konar , , , N.D. Sidiropoulos . . Hidden convexity in QCQP with Toeplitz–Hermitian quadratics . . IEEE Signal Process. Lett. , , 2015 . . 22 ( ( 10 ): ): 1623 - - 1627 . . DOI: 10.1109/LSP.2015.2419571 http://doi.org/10.1109/LSP.2015.2419571 . .
Y.Z. Li , , , S.A. Vorobyov , , , A. Hassanien . . Robust beamforming for jammers suppression in MIMO radar . . IEEE Radar Conf. , , 2014 . . p.629 - - 634 . . DOI: 10.1109/RADAR.2014.6875667 http://doi.org/10.1109/RADAR.2014.6875667 . .
M.J. Lindenfeld . . Sparse frequency transmit-and-receive waveform design . . IEEE Trans. Aerosp. Electron. Syst. , , 2004 . . 40 ( ( 3 ): ): 851 - - 861 . . DOI: 10.1109/TAES.2004.1337459 http://doi.org/10.1109/TAES.2004.1337459 . .
J. Liu , , , H.B. Li , , , B. Himed . . Joint optimization of transmit and receive beamforming in active arrays . . IEEE Signal Process. Lett. , , 2014 . . 21 ( ( 1 ): ): 39 - - 42 . . DOI: 10.1109/LSP.2013.2289325 http://doi.org/10.1109/LSP.2013.2289325 . .
Z.Q. Luo , , , W.K. Ma , , , A.M.C. So , , , 等 . . Semidefinite relaxation of quadratic optimization problems . . IEEE Signal Process. Mag. , , 2010 . . 27 ( ( 3 ): ): 20 - - 34 . . DOI: 10.1109/MSP.2010.936019 http://doi.org/10.1109/MSP.2010.936019 . .
N. Pandey , , , L.P. Roy . . Convex optimisation based transmit beampattern synthesis for MIMO radar . . Electron. Lett. , , 2016 . . 52 ( ( 9 ): ): 761 - - 763 . . DOI: 10.1049/el.2015.1637 http://doi.org/10.1049/el.2015.1637 . .
L. Patton , , , C.A. Bryant , , , B. Himed . . Radar-centric design of waveforms with disjoint spectral support . . IEEE Radar Conf. , , 2012 . . p.269 - - 274 . . DOI: 10.1109/RADAR.2012.6212149 http://doi.org/10.1109/RADAR.2012.6212149 . .
R.A. Remero , , , K.D. Shepherd . . Friendly spectrally shaped radar waveform with legacy communication systems for shared access and spectrum management . . IEEE Access , , 2015 . . 3 1541 - - 1554 . . DOI: 10.1109/ACCESS.2015.2473169 http://doi.org/10.1109/ACCESS.2015.2473169 . .
M. Soltanalian , , , P. Stoica . . Designing unimodular codes via quadratic optimization . . IEEE Trans. Signal Process. , , 2014 . . 62 ( ( 5 ): ): 1221 - - 1234 . . DOI: 10.1109/TSP.2013.2296883 http://doi.org/10.1109/TSP.2013.2296883 . .
P. Stoica , , , J. Li , , , Y. Xie . . On probing signal design for MIMO radar . . IEEE Trans. Signal Process. , , 2007 . . 55 ( ( 8 ): ): 4151 - - 4161 . . DOI: 10.1109/TSP.2007.894398 http://doi.org/10.1109/TSP.2007.894398 . .
P. Stoica , , , J. Li , , , X.M. Zhu . . Waveform synthesis for diversity-based transmit beampattern design . . IEEE Trans. Signal Process. , , 2008 . . 56 ( ( 6 ): ): 2593 - - 2598 . . DOI: 10.1109/TSP.2007.916139 http://doi.org/10.1109/TSP.2007.916139 . .
G. Wang , , , Y. Lu . . Designing single/multiple sparse frequency waveforms with sidelobe constraint . . IET Radar Sonar Nav. , , 2011 . . 5 ( ( 1 ): ): 32 - - 38 . . DOI: 10.1049/iet-rsn.2009.0255 http://doi.org/10.1049/iet-rsn.2009.0255 . .
S.P. Wu , , , S. Boyd , , , L. Vandenberghe . . FIR filter design via semidefinite programming and spectral factorization . . Proc. 35th IEEE Conf. on Decision and Control , , 1996 . . p.271 - - 276 . . DOI: 10.1109/CDC.1996.574313 http://doi.org/10.1109/CDC.1996.574313 . .
H.S. Xu , , , R.S. Blum , , , J. Wang , , , 等 . . Colocated MIMO radar waveform design for transmit beampattern formation . . IEEE Trans. Aerosp. Electron. Syst. , , 2015 . . 51 ( ( 2 ): ): 1558 - - 1568 . . DOI: 10.1109/TAES.2014.140249 http://doi.org/10.1109/TAES.2014.140249 . .
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