Efficient Transceiver Design for MIMO Dual-Function Radar-Communication Systems

This paper considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function radar-communication (DFRC) system. The proposed approach incorporates the design of the (complex-valued) communication receiving (Rx) coefficients, in add...

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Published inIEEE transactions on signal processing Vol. 71; pp. 1 - 16
Main Authors Wen, Cai, Huang, Yan, Davidson, Timothy N.
Format Journal Article
LanguageEnglish
Published New York IEEE 01.01.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract This paper considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function radar-communication (DFRC) system. The proposed approach incorporates the design of the (complex-valued) communication receiving (Rx) coefficients, in addition to the radar Rx filters. We address the problem of maximizing the minimum radar signal-to-interference-plus-noise ratio (SINR) subject to communication SINR, per-antenna power and peak-to-average-power ratio (PAPR) constraints. A successive convex approximation (SCA) algorithm is developed to find a good solution for the resultant nonconvex design problem. To accelerate that algorithm and to improve the solution quality, we further propose a local-approximation-refinement SCA (LAR- SCA) algorithm which possesses guaranteed convergence properties. In addition, a sub-block design technique is developed to reduce the design complexity in the case of long Tx sequences. Numerical results show that by incorporating the communication Rx coefficients into the joint design, the radar and communication capabilities of the DFRC system can be significantly enhanced over the state-of-the-art designs, while maintaining an efficient algorithm.
AbstractList This paper considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function radar-communication (DFRC) system. The proposed approach incorporates the design of the (complex-valued) communication receiving (Rx) coefficients, in addition to the radar Rx filters. We address the problem of maximizing the minimum radar signal-to-interference-plus-noise ratio (SINR) subject to communication SINR, per-antenna power and peak-to-average-power ratio (PAPR) constraints. A successive convex approximation (SCA) algorithm is developed to find a good solution for the resultant nonconvex design problem. To accelerate that algorithm and to improve the solution quality, we further propose a local-approximation-refinement SCA (LAR- SCA) algorithm which possesses guaranteed convergence properties. In addition, a sub-block design technique is developed to reduce the design complexity in the case of long Tx sequences. Numerical results show that by incorporating the communication Rx coefficients into the joint design, the radar and communication capabilities of the DFRC system can be significantly enhanced over the state-of-the-art designs, while maintaining an efficient algorithm.
This article considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function radar-communication (DFRC) system. The proposed approach incorporates the design of the (complex-valued) communication receiving (Rx) coefficients, in addition to the radar Rx filters. We address the problem of maximizing the minimum radar signal-to-interference-plus-noise ratio (SINR) subject to communication SINR, per-antenna power and peak-to-average-power ratio (PAPR) constraints. A successive convex approximation (SCA) algorithm is developed to find a good solution for the resultant nonconvex design problem. To accelerate that algorithm and to improve the solution quality, we further propose a local-approximation-refinement SCA (LAR-SCA) algorithm which possesses guaranteed convergence properties. In addition, a sub-block design technique is developed to reduce the design complexity in the case of long Tx sequences. Numerical results show that by incorporating the communication Rx coefficients into the joint design, the radar and communication capabilities of the DFRC system can be significantly enhanced over the state-of-the-art designs, while maintaining an efficient algorithm.
Author Huang, Yan
Davidson, Timothy N.
Wen, Cai
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Cites_doi 10.1109/JSAC.2022.3155509
10.1109/TSP.2016.2569479
10.1109/TAES.2015.140821
10.1109/JSTSP.2021.3117404
10.1109/TSP.2021.3077307
10.1109/TSP.2018.2847648
10.1109/TSP.2020.3026186
10.1109/RADAR.2017.7944478
10.1109/MSP.2007.904812
10.1109/ISWCS56560.2022.9940370
10.1109/JSAC.2022.3156632
10.1109/JPROC.2003.821915
10.1109/JSTSP.2021.3113120
10.1109/TCOMM.2020.2973976
10.1109/JSAC.2022.3155515
10.1109/TSP.2022.3144953
10.1109/TSP.2021.3078571
10.1109/TAES.2010.5545182
10.1109/JSAC.2022.3155501
10.1109/TWC.2019.2921556
10.1109/TSP.2020.3004739
10.1109/TIT.2010.2046225
10.1109/JSAC.2012.120921
10.1109/TSP.2011.2164910
10.1109/TWC.2022.3156893
10.1109/ACSSC.2008.5074588
10.1109/TWC.2019.2939816
10.1109/TWC.2018.2803045
10.1109/JSAC.2022.3155508
10.1109/TSP.2018.2813300
10.1109/TVT.2021.3056408
10.1109/TCCN.2017.2666266
10.1109/TAES.2017.2651698
10.1109/JSTSP.2021.3112295
10.1137/1.9781611970791
10.1109/TWC.2021.3117063
10.1109/TSP.2017.2770086
10.1109/JSAC.2014.2330151
10.1109/TSP.2016.2620113
10.1109/JSTSP.2021.3111438
10.1109/TSP.2016.2625267
10.1109/TSP.2020.2979602
10.1109/RADAR.2017.7944480
10.1109/TAES.2017.2717518
10.1109/TSP.2021.3135692
10.1109/TWC.2021.3070586
10.1017/CBO9780511804441
10.1109/LSP.2014.2370033
10.1007/s11081-015-9294-x
10.1109/SURV.2013.021313.00164
10.1109/TSP.2017.2787115
10.1109/TSP.2020.2994394
10.1109/TSP.2015.2505667
10.1109/TSP.2015.2489604
10.1109/JSAC.2022.3155512
10.1109/MSP.2019.2907329
10.1109/JSTSP.2021.3109431
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References ref13
ref12
ref56
ref15
ref59
ref14
ref58
ref53
ref52
ref11
ref55
ref10
ref54
ref17
ref16
ref19
ref18
ref51
ref50
ref46
ref45
ref48
ref47
ref42
grant (ref57) 2020
ref41
ref44
ref43
ref49
ref8
ref7
ref9
ref4
ref3
ref6
ref5
ref40
ref35
ref34
richards (ref60) 2005
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref1
ref39
ref38
sahin (ref22) 2022; 21
ref24
ref23
ref26
ref25
ref20
ref21
ref28
ref27
ref29
References_xml – ident: ref53
  doi: 10.1109/JSAC.2022.3155509
– ident: ref9
  doi: 10.1109/TSP.2016.2569479
– ident: ref24
  doi: 10.1109/TAES.2015.140821
– ident: ref17
  doi: 10.1109/JSTSP.2021.3117404
– ident: ref26
  doi: 10.1109/TSP.2021.3077307
– ident: ref35
  doi: 10.1109/TSP.2018.2847648
– ident: ref20
  doi: 10.1109/TSP.2020.3026186
– ident: ref32
  doi: 10.1109/RADAR.2017.7944478
– ident: ref14
  doi: 10.1109/MSP.2007.904812
– ident: ref31
  doi: 10.1109/ISWCS56560.2022.9940370
– ident: ref3
  doi: 10.1109/JSAC.2022.3156632
– ident: ref15
  doi: 10.1109/JPROC.2003.821915
– ident: ref4
  doi: 10.1109/JSTSP.2021.3113120
– ident: ref2
  doi: 10.1109/TCOMM.2020.2973976
– year: 2020
  ident: ref57
  article-title: CVX: MATLAB software for disciplined convex programming, version 2.2
– ident: ref27
  doi: 10.1109/JSAC.2022.3155515
– ident: ref44
  doi: 10.1109/TSP.2022.3144953
– ident: ref45
  doi: 10.1109/TSP.2021.3078571
– ident: ref23
  doi: 10.1109/TAES.2010.5545182
– ident: ref38
  doi: 10.1109/JSAC.2022.3155501
– ident: ref8
  doi: 10.1109/TWC.2019.2921556
– ident: ref28
  doi: 10.1109/TSP.2020.3004739
– ident: ref41
  doi: 10.1109/TIT.2010.2046225
– ident: ref51
  doi: 10.1109/JSAC.2012.120921
– ident: ref50
  doi: 10.1109/TSP.2011.2164910
– ident: ref39
  doi: 10.1109/TWC.2022.3156893
– ident: ref58
  doi: 10.1109/ACSSC.2008.5074588
– ident: ref12
  doi: 10.1109/TWC.2019.2939816
– ident: ref25
  doi: 10.1109/TWC.2018.2803045
– ident: ref34
  doi: 10.1109/JSAC.2022.3155508
– ident: ref10
  doi: 10.1109/TSP.2018.2813300
– ident: ref21
  doi: 10.1109/TVT.2021.3056408
– ident: ref1
  doi: 10.1109/TCCN.2017.2666266
– ident: ref13
  doi: 10.1109/TAES.2017.2651698
– ident: ref36
  doi: 10.1109/JSTSP.2021.3112295
– ident: ref59
  doi: 10.1137/1.9781611970791
– volume: 21
  start-page: 2938
  year: 2022
  ident: ref22
  article-title: Index modulation with circularly-shifted chirps for dual-function radar and communications
  publication-title: IEEE Trans Wireless Commun
  doi: 10.1109/TWC.2021.3117063
– ident: ref11
  doi: 10.1109/TSP.2017.2770086
– ident: ref52
  doi: 10.1109/JSAC.2014.2330151
– ident: ref48
  doi: 10.1109/TSP.2016.2620113
– ident: ref37
  doi: 10.1109/JSTSP.2021.3111438
– ident: ref47
  doi: 10.1109/TSP.2016.2625267
– ident: ref43
  doi: 10.1109/TSP.2020.2979602
– ident: ref33
  doi: 10.1109/RADAR.2017.7944480
– ident: ref7
  doi: 10.1109/TAES.2017.2717518
– ident: ref30
  doi: 10.1109/TSP.2021.3135692
– ident: ref6
  doi: 10.1109/TAES.2017.2651698
– ident: ref40
  doi: 10.1109/TWC.2021.3070586
– ident: ref55
  doi: 10.1017/CBO9780511804441
– ident: ref49
  doi: 10.1109/LSP.2014.2370033
– ident: ref56
  doi: 10.1007/s11081-015-9294-x
– ident: ref54
  doi: 10.1109/SURV.2013.021313.00164
– ident: ref42
  doi: 10.1109/TSP.2017.2787115
– ident: ref19
  doi: 10.1109/TSP.2020.2994394
– year: 2005
  ident: ref60
  publication-title: Fundamentals of Radar Signal Processing
– ident: ref18
  doi: 10.1109/TSP.2015.2505667
– ident: ref46
  doi: 10.1109/TSP.2015.2489604
– ident: ref29
  doi: 10.1109/JSAC.2022.3155512
– ident: ref5
  doi: 10.1109/MSP.2019.2907329
– ident: ref16
  doi: 10.1109/JSTSP.2021.3109431
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Snippet This paper considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function...
This article considers jointly optimizing the transmitting (Tx) waveform and the receivers of a multiple-input multiple-output (MIMO) dual-function...
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SubjectTerms Algorithms
Approximation
Communication
Communications systems
Complexity
Dual-function radar-communication (DRFC)
integrated sensing and communications (ISAC)
Interference
local approximation refinement
MIMO communication
MIMO radar
MU-MISO communication
Optimization
Precoding
Radar
Sensors
Signal processing algorithms
Signal to noise ratio
successive convex approximation
transceiver design
Transceivers
Waveforms
Title Efficient Transceiver Design for MIMO Dual-Function Radar-Communication Systems
URI https://ieeexplore.ieee.org/document/10124714
https://www.proquest.com/docview/2821068899
Volume 71
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