Toward Dual-functional Radar-Communication Systems: Optimal Waveform Design
We focus on a dual-functional multi-input-multi-output (MIMO) radar-communication (RadCom) system, where a single transmitter with multiple antennas communicates with downlink cellular users and detects radar targets simultaneously. Several design criteria are considered for minimizing the downlink...
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| Published in: | IEEE transactions on signal processing Vol. 66; no. 16; pp. 4264 - 4279 |
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| Main Authors: | , , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
IEEE
15.08.2018
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| Subjects: | |
| ISSN: | 1053-587X, 1941-0476 |
| Online Access: | Get full text |
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| Abstract | We focus on a dual-functional multi-input-multi-output (MIMO) radar-communication (RadCom) system, where a single transmitter with multiple antennas communicates with downlink cellular users and detects radar targets simultaneously. Several design criteria are considered for minimizing the downlink multiuser interference. First, we consider both omnidirectional and directional beampattern design problems, where the closed-form globally optimal solutions are obtained. Based on the derived waveforms, we further consider weighted optimizations targeting a flexible tradeoff between radar and communications performance and introduce low-complexity algorithms. Moreover, to address the more practical constant modulus waveform design problem, we propose a branch-and-bound algorithm that obtains a globally optimal solution, and derive its worst-case complexity as function of the maximum iteration number. Finally, we assess the effectiveness of the proposed waveform design approaches via numerical results. |
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| AbstractList | We focus on a dual-functional multi-input-multi-output (MIMO) radar-communication (RadCom) system, where a single transmitter with multiple antennas communicates with downlink cellular users and detects radar targets simultaneously. Several design criteria are considered for minimizing the downlink multiuser interference. First, we consider both omnidirectional and directional beampattern design problems, where the closed-form globally optimal solutions are obtained. Based on the derived waveforms, we further consider weighted optimizations targeting a flexible tradeoff between radar and communications performance and introduce low-complexity algorithms. Moreover, to address the more practical constant modulus waveform design problem, we propose a branch-and-bound algorithm that obtains a globally optimal solution, and derive its worst-case complexity as function of the maximum iteration number. Finally, we assess the effectiveness of the proposed waveform design approaches via numerical results. |
| Author | Luo, Wu Li, Ang Liu, Fan Masouros, Christos Zhou, Longfei Petropulu, Athina |
| Author_xml | – sequence: 1 givenname: Fan orcidid: 0000-0002-5299-9317 surname: Liu fullname: Liu, Fan email: liufan92@bit.edu.cn organization: School of Information and Electronics, Beijing Institute of Technology, Beijing, China – sequence: 2 givenname: Longfei orcidid: 0000-0002-0203-3653 surname: Zhou fullname: Zhou, Longfei email: zhoulongfei@pku.edu.cn organization: State Key Laboratory of Advanced Optical Communication Systems and Networks, Peking University, Beijing, China – sequence: 3 givenname: Christos orcidid: 0000-0002-8259-6615 surname: Masouros fullname: Masouros, Christos email: chris.masouros@ieee.org organization: Department of Electronic and Electrical Engineering, University College London, London, U.K – sequence: 4 givenname: Ang orcidid: 0000-0001-8235-7596 surname: Li fullname: Li, Ang email: ang.li.14@ucl.ac.uk organization: Department of Electronic and Electrical Engineering, University College London, London, U.K – sequence: 5 givenname: Wu surname: Luo fullname: Luo, Wu email: luow@pku.edu.cn organization: State Key Laboratory of Advanced Optical Communication Systems and Networks, Peking University, Beijing, China – sequence: 6 givenname: Athina orcidid: 0000-0001-7380-7815 surname: Petropulu fullname: Petropulu, Athina email: athinap@rutgers.edu organization: Department of Electrical and Computer Engineer-ing, Rutgers, State University of New Jersey, Piscataway, NJ, USA |
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| CODEN | ITPRED |
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| Cites_doi | 10.1109/TSP.2017.2699640 10.1109/JSTSP.2017.2785783 10.1109/TAES.2017.2717518 10.1109/TCOMM.2013.012913.110827 10.1109/TSP.2017.2755603 10.1109/LWC.2017.2693985 10.1109/TMTT.2007.900343 10.1109/TSP.2017.2664040 10.1016/S0024-3795(98)10032-0 10.1109/TSP.2016.2569479 10.1109/GLOCOM.2013.6831613 10.1109/JSAC.2012.121106 10.1109/JSAC.2011.111215 10.1109/ACCESS.2016.2530979 10.1109/TSP.2007.894398 10.1007/978-1-4419-8853-9 10.1109/TAES.2015.140821 10.1007/BF02614438 10.1109/TNNLS.2016.2601307 10.1080/10556780410001647186 10.1109/LCOMM.2017.2650218 10.1109/LCOMM.2017.2693374 10.1109/TAES.2008.4516997 10.1109/TSP.2011.2182346 10.1109/TSP.2016.2552501 10.1007/978-1-4757-6434-5 10.1109/TSP.2015.2483485 10.1049/iet-rsn.2015.0484 10.1109/TWC.2018.2803045 10.1109/RADAR.2016.7485316 10.1109/MCOM.2011.5978417 10.1109/TNNLS.2012.2218060 10.1109/TSP.2015.2505667 10.1109/TWC.2016.2626279 10.1007/978-3-319-31484-6 10.1109/RADAR.2016.7485158 10.1109/GLOCOM.2012.6503914 10.1109/JPROC.2011.2131110 10.1109/TSP.2018.2833813 10.1109/TAES.2010.5545182 10.1109/LSP.2017.2748230 10.1109/JSEN.2015.2424393 10.1109/TSP.2013.2288086 10.1109/TSP.2008.2008247 10.1109/TAES.2017.2651698 10.1023/A:1008382309369 10.1049/SBRA021E 10.1137/0805016 10.1109/TCCN.2017.2666266 10.1109/MSP.2007.904812 10.1017/CBO9780511804441 |
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| References | ref13 (ref5) 2015 ref56 ref12 ref15 ref58 ref14 ref53 ref55 ref11 ref10 viklands (ref44) 2008 absil (ref51) 2009 ref17 ref16 ref19 ref18 (ref1) 2010 ref50 ref45 ref48 ref47 ref42 nesterov (ref59) 2004 ref41 petersen (ref54) 1998; 171 ref43 ref49 (ref2) 2013 ref8 ref7 ref9 ref35 ref34 ref37 ref36 ref31 ref30 ref33 ref32 ref39 ref38 boumal (ref52) 2014 tuy (ref57) 2016 (ref4) 2016 ref24 ref23 ref26 ref25 fradkov (ref46) 1979 ref20 ref22 ref21 ref28 (ref6) 2016 ref27 ref29 li (ref40) 2009 (ref3) 2016 ref60 ref62 ref61 |
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| Snippet | We focus on a dual-functional multi-input-multi-output (MIMO) radar-communication (RadCom) system, where a single transmitter with multiple antennas... |
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| SubjectTerms | Downlink global minimizer Interference MIMO radar multi-user interference non-convex optimization Optimization Radar antennas radar-communication Signal processing algorithms Spectrum sharing |
| Title | Toward Dual-functional Radar-Communication Systems: Optimal Waveform Design |
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