Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis
This paper considers an active reconfigurable intelligent surface (RIS)-aided integrated sensing and communication (ISAC) system. We aim to maximize radar signal-to-interference-plus-noise-ratio (SINR) by jointly optimizing the beamforming matrix at a dual-function radar-communication (DFRC) base st...
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Published in | IEEE transactions on communications Vol. 72; no. 3; pp. 1578 - 1595 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.03.2024
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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Abstract | This paper considers an active reconfigurable intelligent surface (RIS)-aided integrated sensing and communication (ISAC) system. We aim to maximize radar signal-to-interference-plus-noise-ratio (SINR) by jointly optimizing the beamforming matrix at a dual-function radar-communication (DFRC) base station (BS) and the reflecting coefficients at an active RIS subject to the quality of service (QoS) constraints of communication user equipments (UEs) and the transmit power constraints of active RIS and DFRC BS. To tackle the optimization problem, the majorization-minimization (MM) algorithm is applied to address the nonconvex radar SINR objective function, and the resulting quartic problem is solved by developing an semidefinite relaxation (SDR)-based approach. Moreover, we derive the scaling order of the radar SINR with a large number of reflecting elements. Next, the transmit power allocation problem and the deployment strategy of the active RIS are studied with a moderate number of reflecting elements. Finally, we validate the potential of the active RIS in ISAC systems compared to passive RIS. Additionally, we deliberate on several open problems that remain for future research. |
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AbstractList | This paper considers an active reconfigurable intelligent surface (RIS)-aided integrated sensing and communication (ISAC) system. We aim to maximize radar signal-to-interference-plus-noise-ratio (SINR) by jointly optimizing the beamforming matrix at a dual-function radar-communication (DFRC) base station (BS) and the reflecting coefficients at an active RIS subject to the quality of service (QoS) constraints of communication user equipments (UEs) and the transmit power constraints of active RIS and DFRC BS. To tackle the optimization problem, the majorization-minimization (MM) algorithm is applied to address the nonconvex radar SINR objective function, and the resulting quartic problem is solved by developing an semidefinite relaxation (SDR)-based approach. Moreover, we derive the scaling order of the radar SINR with a large number of reflecting elements. Next, the transmit power allocation problem and the deployment strategy of the active RIS are studied with a moderate number of reflecting elements. Finally, we validate the potential of the active RIS in ISAC systems compared to passive RIS. Additionally, we deliberate on several open problems that remain for future research. |
Author | Yu, Zhiyuan Wang, Boshi Dong, Mianxiong Ren, Hong Zhou, Gui Pan, Cunhua Wang, Jiangzhou |
Author_xml | – sequence: 1 givenname: Zhiyuan surname: Yu fullname: Yu, Zhiyuan email: zyyu@seu.edu.cn organization: National Mobile Communications Research Laboratory, Southeast University, Nanjing, China – sequence: 2 givenname: Hong orcidid: 0000-0002-3477-1087 surname: Ren fullname: Ren, Hong email: hren@seu.edu.cn organization: National Mobile Communications Research Laboratory, Southeast University, Nanjing, China – sequence: 3 givenname: Cunhua orcidid: 0000-0001-5286-7958 surname: Pan fullname: Pan, Cunhua email: cpan@seu.edu.cn organization: National Mobile Communications Research Laboratory, Southeast University, Nanjing, China – sequence: 4 givenname: Gui orcidid: 0000-0003-1812-8830 surname: Zhou fullname: Zhou, Gui email: gui.zhou@fau.de organization: Institute for Digital Communications, Friedrich-Alexander-University Erlangen-Nürnberg (FAU), Erlangen, Germany – sequence: 5 givenname: Boshi surname: Wang fullname: Wang, Boshi email: boshiwang@seu.edu.cn organization: National Mobile Communications Research Laboratory, Southeast University, Nanjing, China – sequence: 6 givenname: Mianxiong orcidid: 0000-0002-2788-3451 surname: Dong fullname: Dong, Mianxiong email: mx.dong@csse.muroran-it.ac.jp organization: Department of Sciences and Informatics, Muroran Institute of Technology, Muroran, Japan – sequence: 7 givenname: Jiangzhou orcidid: 0000-0003-0881-3594 surname: Wang fullname: Wang, Jiangzhou email: j.z.wang@kent.ac.uk organization: School of Engineering, University of Kent, Canterbury, U.K |
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Cites_doi | 10.1017/9781108277587 10.1109/JIOT.2023.3242340 10.1109/LCOMM.2021.3119696 10.1109/JSAC.2022.3155507 10.1109/twc.2023.3313938 10.1109/TWC.2023.3245297 10.1109/ACCESS.2022.3167841 10.1109/LCOMM.2023.3274433 10.1109/msp.2023.3279986 10.1109/WCNC51071.2022.9771801 10.1109/TSP.2022.3158024 10.1109/TWC.2022.3210532 10.1109/TWC.2019.2936025 10.1109/TCOMM.2023.3244246 10.1109/LWC.2022.3228405 10.1109/TSP.2021.3049652 10.1109/TVT.2023.3262513 10.1109/JSTSP.2022.3195671 10.1109/LCOMM.2022.3159525 10.1109/JSAC.2022.3155546 10.1109/JSTSP.2022.3177925 10.1109/MSP.2019.2907329 10.23919/EUSIPCO55093.2022.9909807 10.1109/SPAWC51304.2022.9833921 10.1109/JIOT.2023.3262867 10.1109/twc.2023.3277514 10.1109/TCOMM.2020.2973976 10.1109/TSP.2023.3280715 10.1109/TSP.2020.3019666 10.1109/MWC.001.2000267 10.1109/TCOMM.2022.3231893 10.1109/LSP.2022.3175417 10.1007/0-387-30528-9_7 10.1109/TVT.2022.3227319 10.1109/RADAR.2016.7485158 10.1109/TMTT.2023.3237029 10.1109/TCOMM.2023.3250454 10.1109/TCOMM.2009.09.080067 10.1109/TCOMM.2011.112811.110036 10.1109/TSP.2020.3004739 10.1109/MWC.002.2200206 10.1109/GCWkshps56602.2022.10008704 10.23919/EUSIPCO58844.2023.10289881 10.1109/TSP.2016.2601299 10.1109/VTCSpring.2016.7504435 10.1109/TSP.2017.2755603 10.1109/TCOMM.2021.3051897 10.1109/MSP.2023.3272881 10.1109/TWC.2018.2803045 10.1109/JSYST.2021.3057400 |
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SubjectTerms | active RIS Algorithms Array signal processing Beamforming Communication dual-function radar-communication (DFRC) integrated sensing and communication (ISAC) intelligent reflecting surface (IRS) Interference Optimization Quality of service Radar Radar antennas Reconfigurable intelligent surface (RIS) Sensors Signal to noise ratio |
Title | Active RIS-Aided ISAC Systems: Beamforming Design and Performance Analysis |
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