Frequency Diverse Coprime Arrays With Coprime Frequency Offsets for Multitarget Localization

Different from conventional phased-array radars, the frequency diverse array (FDA) radar offers a range-dependent beampattern capability that is attractive in various applications. The spatial and range resolutions of an FDA radar are fundamentally limited by the array geometry and the frequency offset. In this paper, we overcome this limitation by introducing a novel sparsity-based multitarget localization approach incorporating both coprime arrays and coprime frequency offsets. The covariance matrix of the received signals corresponding to all sensors and employed frequencies is formulated to generate a space-frequency virtual difference coarrays. By using <inline-formula> <tex-math notation="LaTeX">$\mathcal {O}(M+N)$</tex-math></inline-formula> antennas and <inline-formula> <tex-math notation="LaTeX">$\mathcal {O}(M+N)$</tex-math></inline-formula> frequencies, the proposed coprime arrays with coprime frequency offsets enables the localization of up to <inline-formula><tex-math notation="LaTeX">$\mathcal {O}(M^2N^2)$</tex-math></inline-formula> targets with a resolution of <inline-formula><tex-math notation="LaTeX"> $\mathcal {O}(1/(MN))$</tex-math></inline-formula> in angle and range domains, where <inline-formula> <tex-math notation="LaTeX">$M$</tex-math></inline-formula> and <inline-formula><tex-math notation="LaTeX">$N$</tex-math> </inline-formula> are coprime integers. The joint direction-of-arrival (DOA) and range estimation is cast as a two-dimensional sparse reconstruction problem and is solved within the Bayesian compressive sensing framework. We also develop a fast algorithm with a lower computational complexity based on the multitask Bayesian compressive sensing approach. Simulations results demonstrate the superiority of the proposed approach in terms of DOA-range resolution, localization accuracy, and the number of resolvable targets.

[1]  Elias Aboutanios,et al.  Bayesian compressive sensing for DOA estimation using the difference coarray , 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[2]  Yimin Zhang,et al.  Sparsity-based multi-target localization exploiting multi-frequency coprime array , 2015, 2015 IEEE China Summit and International Conference on Signal and Information Processing (ChinaSIP).

[3]  Yonina C. Eldar,et al.  Direction of Arrival Estimation Using Co-Prime Arrays: A Super Resolution Viewpoint , 2013, IEEE Transactions on Signal Processing.

[4]  Arye Nehorai,et al.  Sparse Direction of Arrival Estimation Using Co-Prime Arrays with Off-Grid Targets , 2014, IEEE Signal Processing Letters.

[5]  Wen-Qin Wang,et al.  Frequency diverse array and MIMO hybrid radar transmitter design via Cramér–Rao lower bound minimisation , 2016 .

[6]  Arye Nehorai,et al.  Joint Sparse Recovery Method for Compressed Sensing With Structured Dictionary Mismatches , 2013, IEEE Transactions on Signal Processing.

[7]  P. Rocca,et al.  Interference Suppression in Uniform Linear Arrays Through a Dynamic Thinning Strategy , 2011, IEEE Transactions on Antennas and Propagation.

[8]  K. V. S. Hari,et al.  Block Sparse Estimator for Grid Matching in Single Snapshot DoA Estimation , 2013, IEEE Signal Processing Letters.

[9]  Qiong Wu,et al.  Coprime sampling for nonstationary signal in radar signal processing , 2013, EURASIP J. Wirel. Commun. Netw..

[10]  David B. Dunson,et al.  Multitask Compressive Sensing , 2009, IEEE Transactions on Signal Processing.

[11]  Braham Himed,et al.  Complex multitask Bayesian compressive sensing , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[12]  P. Antonik,et al.  An investigation of a frequency diverse array , 2009 .

[13]  Bao Jun Lei,et al.  An Interleaved, Interelement Phase-Detecting/Phase-Shifting Retrodirective Antenna Array for Interference Reduction , 2011, IEEE Antennas and Wireless Propagation Letters.

[14]  Braham Himed,et al.  DOA estimation using a sparse uniform linear array with two CW signals of co-prime frequencies , 2013, 2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP).

[15]  Wen-Qin Wang,et al.  Nonuniform Frequency Diverse Array for Range-Angle Imaging of Targets , 2014, IEEE Sensors Journal.

[16]  Aggelos K. Katsaggelos,et al.  Bayesian Compressive Sensing Using Laplace Priors , 2010, IEEE Transactions on Image Processing.

[17]  Moeness G. Amin,et al.  Structure-Aware Bayesian Compressive Sensing for Near-Field Source Localization Based on Sensor-Angle Distributions , 2015 .

[18]  M. Seçmen,et al.  Frequency Diverse Array Antenna with Periodic Time Modulated Pattern in Range and Angle , 2007, 2007 IEEE Radar Conference.

[19]  Abdelhak M. Zoubir,et al.  Generalized coprime sampling of Toeplitz matrices , 2016, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[20]  Wen-Qin Wang,et al.  Phased-MIMO Radar With Frequency Diversity for Range-Dependent Beamforming , 2013, IEEE Sensors Journal.

[21]  Braham Himed,et al.  Multi-Task Bayesian Compressive Sensing Exploiting Intra-Task Dependency , 2015, IEEE Signal Processing Letters.

[22]  Wei Cui,et al.  Low-Complexity Direction-of-Arrival Estimation Based on Wideband Co-Prime Arrays , 2015, IEEE/ACM Transactions on Audio, Speech, and Language Processing.

[23]  Thomas Kailath,et al.  On spatial smoothing for direction-of-arrival estimation of coherent signals , 1985, IEEE Trans. Acoust. Speech Signal Process..

[24]  Richard Klemm,et al.  Space-time adaptive processing : principles and applications , 1998 .

[25]  Pere Ridao,et al.  Underwater SLAM for Structured Environments Using an Imaging Sonar , 2010, Springer Tracts in Advanced Robotics.

[26]  Wen-Qin Wang,et al.  Range-Angle Localization of Targets by A Double-Pulse Frequency Diverse Array Radar , 2014, IEEE Journal of Selected Topics in Signal Processing.

[27]  C.J. Baker,et al.  Frequency diverse array radars , 2006, 2006 IEEE Conference on Radar.

[28]  Moeness G. Amin,et al.  Multi-target localization using frequency diverse coprime arrays with coprime frequency offsets , 2016, 2016 IEEE Radar Conference (RadarConf).

[29]  Yih-Min Chen On spatial smoothing for two-dimensional direction-of-arrival estimation of coherent signals , 1997, IEEE Trans. Signal Process..

[30]  P. P. Vaidyanathan,et al.  Sparse Sensing With Co-Prime Samplers and Arrays , 2011, IEEE Transactions on Signal Processing.

[31]  Ijaz Mansoor Qureshi,et al.  Range-Bins-Based MIMO Frequency Diverse Array Radar With Logarithmic Frequency Offset , 2016, IEEE Antennas and Wireless Propagation Letters.

[32]  Baixiao Chen,et al.  Optimal frequency increment selection in frequency diverse multiple-input–multiple-output radar , 2016 .

[33]  Wen-Qin Wang,et al.  Frequency Diverse Array Antenna: New Opportunities , 2015, IEEE Antennas and Propagation Magazine.

[34]  Abdelhak M. Zoubir,et al.  Generalized Coprime Sampling of Toeplitz Matrices for Spectrum Estimation , 2017, IEEE Transactions on Signal Processing.

[35]  P. P. Vaidyanathan,et al.  Nested Arrays: A Novel Approach to Array Processing With Enhanced Degrees of Freedom , 2010, IEEE Transactions on Signal Processing.

[36]  George Eastman House,et al.  Sparse Bayesian Learning and the Relevance Vector Machine , 2001 .

[37]  S. Frick,et al.  Compressed Sensing , 2014, Computer Vision, A Reference Guide.

[38]  Lei Huang,et al.  Joint Range and Angle Estimation Using MIMO Radar With Frequency Diverse Array , 2015, IEEE Transactions on Signal Processing.

[39]  William J. Chappell,et al.  Dynamic Visualization of Antenna Patterns and Phased-Array Beam Steering [Education Column] , 2012 .

[40]  J. R. Mosig An Old Tool and a New Challenge for Depicting Antenna Array Radiation Patterns (being also A Classroom Demonstration for the Principle of Wave Interference Underlying Antenna Array Theory) , 2011, IEEE Antennas and Propagation Magazine.

[41]  Braham Himed,et al.  DOA estimation exploiting a uniform linear array with multiple co-prime frequencies , 2017, Signal Process..

[42]  P. P. Vaidyanathan,et al.  Coprime arrays and samplers for space-time adaptive processing , 2015, 2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[43]  Lawrence Carin,et al.  Bayesian Compressive Sensing , 2008, IEEE Transactions on Signal Processing.

[44]  N. Alsindi,et al.  Geolocation Techniques: Principles and Applications , 2012 .

[45]  Braham Himed,et al.  Sparsity-based DOA estimation using co-prime arrays , 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.

[46]  Yimin Zhang,et al.  Generalized Coprime Array Configurations for Direction-of-Arrival Estimation , 2015, IEEE Transactions on Signal Processing.

[47]  Wen-Qin Wang,et al.  Compressive sensing-based range and angle estimation for nested FDA radar , 2015, 2015 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA).

[48]  John R. Buck,et al.  Extending coprime sensor arrays to achieve the peak side lobe height of a full uniform linear array , 2014, EURASIP J. Adv. Signal Process..

[49]  R. T. Hoctor,et al.  The unifying role of the coarray in aperture synthesis for coherent and incoherent imaging , 1990, Proc. IEEE.

[50]  David P. Wipf,et al.  Beamforming using the relevance vector machine , 2007, ICML '07.

[51]  Baoju Zhang,et al.  Spectrum efficiency of nested sparse sampling and coprime sampling , 2013, EURASIP Journal on Wireless Communications and Networking.

[52]  Wen-Qin Wang,et al.  Moving-Target Tracking by Cognitive RF Stealth Radar Using Frequency Diverse Array Antenna , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[53]  P. Vaidyanathan,et al.  Coprime sampling and the music algorithm , 2011, 2011 Digital Signal Processing and Signal Processing Education Meeting (DSP/SPE).

[54]  Cishen Zhang,et al.  Off-Grid Direction of Arrival Estimation Using Sparse Bayesian Inference , 2011, IEEE Transactions on Signal Processing.

[55]  Wen-Qin Wang,et al.  Transmit Subaperturing for Range and Angle Estimation in Frequency Diverse Array Radar , 2014, IEEE Transactions on Signal Processing.

[56]  Hugh D. Griffiths,et al.  Frequency Diverse MIMO Techniques for Radar , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[57]  Yimin Zhang,et al.  Doa estimation exploiting coprime arrays with sparse sensor spacing , 2014, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[58]  Xiang-Gen Xia,et al.  Phase Unwrapping and A Robust Chinese Remainder Theorem , 2007, IEEE Signal Processing Letters.

[59]  Wen-Qin Wang,et al.  Nested array receiver with time-delayers for joint target range and angle estimation , 2016 .

[60]  Wen-Qin Wang,et al.  Impact of frequency increment errors on frequency diverse array MIMO in adaptive beamforming and target localization , 2015, Digit. Signal Process..

[61]  Etienne Barnard,et al.  Two-dimensional superresolution radar imaging using the MUSIC algorithm , 1994 .

[62]  Baris Fidan,et al.  Localization Algorithms and Strategies for Wireless Sensor Networks: Monitoring and Surveillance Techniques for Target Tracking , 2009 .