Sum-rate Maximization for RIS-assisted Integrated Sensing and Communication Systems with Manifold Optimization

Integrated sensing and communication (ISAC) is a key enabler for next-generation wireless communication systems to improve spectral efficiency. However, the coexistence of sensing and communication functionalities can cause harmful interference. In this paper, we propose to use a reconfigurable inte...

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Published inIEEE transactions on communications Vol. 71; no. 8; p. 1
Main Authors Shtaiwi, Eyad, Zhang, Hongliang, Abdelhadi, Ahmed, Lee Swindlehurst, A., Han, Zhu, Vincent Poor, H.
Format Journal Article
LanguageEnglish
Published New York IEEE 01.08.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract Integrated sensing and communication (ISAC) is a key enabler for next-generation wireless communication systems to improve spectral efficiency. However, the coexistence of sensing and communication functionalities can cause harmful interference. In this paper, we propose to use a reconfigurable intelligent surface (RIS) in conjunction with ISAC to address this issue. The RIS is composed of a large number of low-cost elements that can adjust the amplitude and phase shift of impinging signals, thus providing a relatively high beamforming gain. To maximize the sum-rate of the communication system, we jointly optimize the beamformer at the base station (BS) and the phase shifts at the RIS, subject to a threshold on the interference power, the unit-norm constraint of the transmit power, and the unit modulus constraint of the RIS phase shifts. To efficiently tackle this NP-hard problem, we first reformulate the problem into a more tractable form using the fractional programming (FP) technique. Then, we exploit the geometrical properties of the constraints and adopt an alternating manifold-based optimization to compute the optimal active beamformer and the RIS phase shifts, respectively. Simulation results demonstrate that the proposed RIS-assisted design significantly reduces the mutual interference and improves the system sum-rate for the communication system.
AbstractList Integrated sensing and communication (ISAC) is a key enabler for next-generation wireless communication systems to improve spectral efficiency. However, the coexistence of sensing and communication functionalities can cause harmful interference. In this paper, we propose to use a reconfigurable intelligent surface (RIS) in conjunction with ISAC to address this issue. The RIS is composed of a large number of low-cost elements that can adjust the amplitude and phase shift of impinging signals, thus providing a relatively high beamforming gain. To maximize the sum-rate of the communication system, we jointly optimize the beamformer at the base station (BS) and the phase shifts at the RIS, subject to a threshold on the interference power, the unit-norm constraint of the transmit power, and the unit modulus constraint of the RIS phase shifts. To efficiently tackle this NP-hard problem, we first reformulate the problem into a more tractable form using the fractional programming (FP) technique. Then, we exploit the geometrical properties of the constraints and adopt an alternating manifold-based optimization to compute the optimal active beamformer and the RIS phase shifts, respectively. Simulation results demonstrate that the proposed RIS-assisted design significantly reduces the mutual interference and improves the system sum-rate for the communication system.
Author Zhang, Hongliang
Lee Swindlehurst, A.
Abdelhadi, Ahmed
Shtaiwi, Eyad
Han, Zhu
Vincent Poor, H.
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Cites_doi 10.1109/TVT.2017.2779157
10.1109/GLOBECOM46510.2021.9685487
10.1109/TAES.2017.2651698
10.1109/JCS54387.2022.9743502
10.1109/SAM53842.2022.9827797
10.1109/ISIT.2015.7282649
10.1109/ICASSP.2006.1661433
10.1109/TCCN.2021.3075413
10.1109/ACSSC.2016.7869101
10.1109/WCNCW49093.2021.9419974
10.1109/ACSSC.2017.8335561
10.1109/TSP.2007.916139
10.1007/BF01592244
10.1109/TSP.2016.2569479
10.1109/WCNC51071.2022.9771801
10.1109/TVT.2021.3122889
10.1109/JSTSP.2016.2523903
10.1109/ICASSP.2015.7178410
10.1109/TCSII.2018.2822845
10.1109/TWC.2018.2803045
10.1109/LSP.2014.2298497
10.1109/MILCOM.2013.259
10.1109/MSP.2007.904812
10.1109/ARRAY.2013.6731837
10.1109/ICASSP.2017.7952835
10.1109/JIOT.2022.3198690
10.1109/TAES.2013.6558027
10.1109/GlobalSIP.2018.8646553
10.1109/TWC.2014.011714.130846
10.1109/TAES.2008.4516997
10.1109/TVT.2018.2872917
10.1109/JSYST.2021.3057400
10.1515/9781400830244
10.1103/PhysRevLett.117.256103
10.1109/ICIRD.2018.8376314
10.1109/TAES.2018.2864408
10.1109/TSP.2020.2974708
10.1109/TSP.2015.2430841
10.1109/TAES.2017.2717518
10.1109/ACCESS.2015.2473169
10.1109/CIP.2010.5604212
10.1109/RADAR.2008.4720925
10.1109/ICEAA.2014.6903871
10.1109/RADAR.2016.7485158
10.1109/ACSSC.2012.6489236
10.1109/ICASSP.2016.7472289
10.1109/TSP.2019.2914884
10.1109/TSP.2018.2812748
10.1109/GLOBECOM46510.2021.9685312
10.1109/MSP.2019.2907329
10.1109/GLOCOM.2013.6831613
10.1109/GlobalSIP.2015.7418294
10.1109/TPAMI.2019.2933841
10.1109/JSEN.2015.2424393
10.1109/WCNC.2015.7127473
10.1109/TSP.2011.2153200
10.1080/10556788.2014.936438
10.1109/TSP.2018.2833813
10.1109/CISP-BMEI.2017.8302148
10.1109/TSP.2006.879267
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References ref13
ref57
ref12
ref56
ref59
ref58
ref53
ref52
ref11
ref55
ref10
ref54
Skolnik (ref7) 2008
ref17
ref16
ref19
ref18
ref51
ref50
ref46
ref45
ref48
Balanis (ref14) 1997
ref47
ref42
ref41
ref44
ref43
ref49
ref8
ref9
ref4
ref3
ref6
ref5
ref40
ref35
ref34
ref37
ref36
ref31
ref30
ref33
ref32
ref2
ref1
ref39
ref38
ref24
ref23
ref26
ref25
ref20
ref64
ref63
ref22
ref21
ref28
ref27
ref29
David (ref15) 2005
Nocedal (ref60) 2006
ref62
ref61
References_xml – ident: ref38
  doi: 10.1109/TVT.2017.2779157
– ident: ref41
  doi: 10.1109/GLOBECOM46510.2021.9685487
– ident: ref5
  doi: 10.1109/TAES.2017.2651698
– ident: ref46
  doi: 10.1109/JCS54387.2022.9743502
– ident: ref43
  doi: 10.1109/SAM53842.2022.9827797
– ident: ref63
  doi: 10.1109/ISIT.2015.7282649
– ident: ref53
  doi: 10.1109/ICASSP.2006.1661433
– ident: ref62
  doi: 10.1109/TCCN.2021.3075413
– ident: ref20
  doi: 10.1109/ACSSC.2016.7869101
– ident: ref57
  doi: 10.1109/WCNCW49093.2021.9419974
– ident: ref40
  doi: 10.1109/ACSSC.2017.8335561
– ident: ref27
  doi: 10.1109/TSP.2007.916139
– ident: ref59
  doi: 10.1007/BF01592244
– ident: ref8
  doi: 10.1109/TSP.2016.2569479
– ident: ref42
  doi: 10.1109/WCNC51071.2022.9771801
– ident: ref44
  doi: 10.1109/TVT.2021.3122889
– ident: ref10
  doi: 10.1109/JSTSP.2016.2523903
– ident: ref19
  doi: 10.1109/ICASSP.2015.7178410
– ident: ref48
  doi: 10.1109/TCSII.2018.2822845
– ident: ref56
  doi: 10.1109/TWC.2018.2803045
– ident: ref33
  doi: 10.1109/LSP.2014.2298497
– ident: ref2
  doi: 10.1109/MILCOM.2013.259
– ident: ref6
  doi: 10.1109/MSP.2007.904812
– ident: ref30
  doi: 10.1109/ARRAY.2013.6731837
– ident: ref47
  doi: 10.1109/ICASSP.2017.7952835
– ident: ref58
  doi: 10.1109/JIOT.2022.3198690
– ident: ref1
  doi: 10.1109/TAES.2013.6558027
– ident: ref54
  doi: 10.1109/GlobalSIP.2018.8646553
– ident: ref13
  doi: 10.1109/TWC.2014.011714.130846
– ident: ref26
  doi: 10.1109/TAES.2008.4516997
– ident: ref12
  doi: 10.1109/TVT.2018.2872917
– ident: ref45
  doi: 10.1109/JSYST.2021.3057400
– ident: ref51
  doi: 10.1515/9781400830244
– ident: ref50
  doi: 10.1103/PhysRevLett.117.256103
– ident: ref25
  doi: 10.1109/ICIRD.2018.8376314
– ident: ref24
  doi: 10.1109/TAES.2018.2864408
– ident: ref36
  doi: 10.1109/TSP.2020.2974708
– ident: ref9
  doi: 10.1109/TSP.2015.2430841
– ident: ref64
  doi: 10.1109/TAES.2017.2717518
– volume-title: Numerical Optimization
  year: 2006
  ident: ref60
– ident: ref21
  doi: 10.1109/ACCESS.2015.2473169
– ident: ref31
  doi: 10.1109/CIP.2010.5604212
– ident: ref34
  doi: 10.1109/RADAR.2008.4720925
– ident: ref22
  doi: 10.1109/ICEAA.2014.6903871
– ident: ref18
  doi: 10.1109/RADAR.2016.7485158
– volume-title: Fundamentals of Wireless Communication
  year: 2005
  ident: ref15
– ident: ref29
  doi: 10.1109/ACSSC.2012.6489236
– ident: ref17
  doi: 10.1109/ICASSP.2016.7472289
– ident: ref39
  doi: 10.1109/TSP.2019.2914884
– ident: ref55
  doi: 10.1109/TSP.2018.2812748
– ident: ref52
  doi: 10.1109/GLOBECOM46510.2021.9685312
– ident: ref11
  doi: 10.1109/MSP.2019.2907329
– ident: ref23
  doi: 10.1109/GLOCOM.2013.6831613
– volume-title: Antenna Theory
  year: 1997
  ident: ref14
– ident: ref16
  doi: 10.1109/GlobalSIP.2015.7418294
– ident: ref49
  doi: 10.1109/TPAMI.2019.2933841
– ident: ref4
  doi: 10.1109/JSEN.2015.2424393
– volume-title: Radar Handbook
  year: 2008
  ident: ref7
– ident: ref3
  doi: 10.1109/WCNC.2015.7127473
– ident: ref28
  doi: 10.1109/TSP.2011.2153200
– ident: ref61
  doi: 10.1080/10556788.2014.936438
– ident: ref37
  doi: 10.1109/TSP.2018.2833813
– ident: ref32
  doi: 10.1109/CISP-BMEI.2017.8302148
– ident: ref35
  doi: 10.1109/TSP.2006.879267
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Snippet Integrated sensing and communication (ISAC) is a key enabler for next-generation wireless communication systems to improve spectral efficiency. However, the...
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SubjectTerms Array signal processing
Beamforming
Communication systems
Communications systems
integrated sensing and communications
Interference
interference mitigation
manifold optimization
Manifolds
Mathematical programming
Optimization
Radar
reconfigurable intelligent surface
Sensors
sum-rate maximization
Wireless communication systems
Title Sum-rate Maximization for RIS-assisted Integrated Sensing and Communication Systems with Manifold Optimization
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