Cited by 75Advanced Wireless Communication TechnologiesAdvanced Antenna and Metasurface TechnologiesRadar Systems and Signal Processing

Stacked Intelligent Metasurfaces for Integrated Sensing and Communications

Open access
Niu, Haoxian, An, Jiancheng, Papazafeiropoulos, Anastasios, Gan, Lu, Chatzinotas, Symeon, Debbah, Mérouane·2024·IEEE Wireless Communications Letters

Abstract

Stacked intelligent metasurfaces (SIM) have recently emerged as a promising technology, which can realize transmit precoding in the wave domain. In this letter, we investigate a SIM-aided integrated sensing and communications system, in which SIM is capable of generating a desired beam pattern for simultaneously communicating with multiple downlink users and detecting a radar target. Specifically, we formulate an optimization problem of maximizing the spectrum efficiency, while satisfying the power constraint of the desired direction. This requires jointly designing the phase shifts of the SIM and the power allocation at the base station. By incorporating the sensing power constraint into the objective functions as a penalty term, we further simplify the optimization problem and solve it by customizing an efficient gradient ascent algorithm. Finally, extensive numerical results demonstrate the effectiveness of the proposed wave-domain precoder for automatically mitigating the inter-user interference and generating a desired beampattern for the sensing task, as multiple separate data streams transmit through the SIM.

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Crossref · 10.1109/lwc.2024.3447272

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  • It was demonstrated that the wave-domain ISAC precoder can automatically generate a desired beam pattern for the sensing task as multiple data streams transmit through the SIM.

    “It was demonstrated that the wavedomain ISAC precoder can automatically generate a desired beam pattern for the sensing task as multiple data streams transmit through the SIM.”

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Cites

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Research works printed but not linked: 22

  1. F. Liu, C. Masouros, A. Li, H. Sun, and L. Hanzo, "MU-MIMO communications with MIMO radar: From co-existence to joint transmission," IEEE Trans. Wireless Commun., vol. 17, no. 4, pp. 2755-2770, Apr. 2018.
  2. Z. Lyu, G. Zhu, and J. Xu, "Joint maneuver and beamforming design for UAV-enabled integrated sensing and communication," IEEE Trans. Wireless Commun., vol. 22, no. 4, pp. 2424-2440, Apr. 2022.
  3. X. Wang, Z. Fei, J. A. Zhang, and J. Xu, "Partially-connected hybrid beamforming design for integrated sensing and communication systems," IEEE Trans. Commun., vol. 70, no. 10, pp. 6648-6660, 2022.
  4. Y. He, Y. Cai, H. Mao, and G. Yu, "RIS-assisted communication radar coexistence: Joint beamforming design and analysis," IEEE J. Sel. Areas Commun., vol. 40, no. 7, pp. 2131-2145, Jul. 2022.
  5. S. Li, W. Yuan, C. Liu, Z. Wei, J. Yuan, B. Bai, and D. W. K. Ng, "A novel ISAC transmission framework based on spatially-spread orthogonal time frequency space modulation," IEEE J. Sel. Areas Commun., vol. 40, no. 6, pp. 1854-1872, Jun. 2022.
  6. J. An, C. Xu, D. W. K. Ng, G. C. Alexandropoulos, C. Huang, C. Yuen, and L. Hanzo, "Stacked intelligent metasurfaces for efficient holographic MIMO communications in 6G," IEEE J. Sel. Areas Commun., vol. 41, no. 8, pp. 2380-2396, Aug. 2023.
  7. N. S. Perović and L.-N. Tran, "Mutual information optimization for SIM-based holographic MIMO systems," arXiv preprint arXiv:2403.18307, Mar. 2024. · arXiv
  8. X. Yang, J. Zhang, E. Shi, Z. Liu, J. Liu, K. Zheng, and B. Ai, "Joint SIM configuration and power allocation for stacked intelligent metasurface-assisted MU-MISO systems with TD3," arXiv preprint arXiv:2408.05756, 2024. · arXiv
  9. Z. Wang, H. Liu, J. Zhang, R. Xiong, K. Wan, X. Qian, M. Di Renzo, and R. C. Qiu, "Multi-user ISAC through stacked intelligent metasurfaces: New algorithms and experiments," arXiv preprint arXiv:2405.01104, 2024. · arXiv
  10. H. Liu et al., "Multi-user MISO with stacked intelligent metasurfaces: A DRL-based sum-rate optimization approach," arXiv preprint arXiv:2408.04837, 2024. · arXiv
  11. A. Papazafeiropoulos, J. An, P. Kourtessis, T. Ratnarajah, and S. Chatzinotas, "Achievable rate optimization for stacked intelligent metasurface-assisted holographic MIMO communications," arXiv preprint arXiv:2402.16415, Feb. 2024. · arXiv
  12. J. An, M. Di Renzo, M. Debbah, H. V. Poor, and C. Yuen, "Stacked intelligent metasurfaces for multiuser downlink beamforming in the wave domain," arXiv preprint arXiv:2309.02687, Sep. 2023. · arXiv
  13. M. Nerini and B. Clerckx, "Physically consistent modeling of stacked intelligent metasurfaces implemented with beyond diagonal RIS," arXiv preprint arXiv:2402.12602, Feb. 2024. · arXiv
  14. X. Yao, J. An, L. Gan, M. Di Renzo, and C. Yuen, "Channel estimation for stacked intelligent metasurface-assisted wireless networks," IEEE Wireless Commun. Lett., pp. 1-1, 2024, Early Access. August 20, 2024 DRAFT
  15. Q.-U.-A. Nadeem, J. An, and A. Chaaban, "Hybrid digital-wave domain channel estimator for stacked intelligent metasurface enabled multi-user MISO systems," arXiv preprint arXiv:2309.16204, Sep. 2023. · arXiv
  16. G. Huang et al., "Stacked intelligent metasurfaces for task-oriented semantic communications," arXiv preprint arXiv:2407.15053, 2024. · arXiv
  17. S. Lin, J. An, L. Gan, M. Debbah, and C. Yuen, "Stacked intelligent metasurface enabled LEO satellite communications relying on statistical CSI," IEEE Wireless Commun. Lett., pp. 1-1, 2024, Early Access.
  18. A. Papazafeiropoulos, P. Kourtessis, and S. Chatzinotas, "Performance of double-stacked intelligent metasurface-assisted multiuser massive MIMO communications in the wave domain," arXiv preprint arXiv:2402.16405, Feb. 2024. · arXiv
  19. H. Liu et al., "Stacked intelligent metasurfaces for wireless sensing and communication: Applications and challenges," arXiv preprint arXiv:2407.03566, 2024. · arXiv
  20. Q. Li et al., "Stacked intelligent metasurfaces for holographic MIMO aided cell-free networks," IEEE Trans. Commun., pp. 1-1, 2024, Early Access.
  21. J. An, C. Yuen, C. Xu, H. Li, D. W. K. Ng, M. Di Renzo, M. Debbah, and L. Hanzo, "Stacked intelligent metasurface-aided MIMO transceiver design," IEEE Wireless Commun., 2024, Early Access.
  22. J. An, C. Yuen, C. Huang, M. Debbah, H. V. Poor, and L. Hanzo, "A tutorial on holographic MIMO communications-part I: Channel modeling and channel estimation," IEEE Wireless Commun. Lett., vol. 27, no. 7, pp. 1664-1668, Jul. 2023.

Cited by

Sorted by citations

Authors
Niu, H., An, J., Papazafeiropoulos, A., Gan, L., Chatzinotas, S., & Debbah, M.
Affiliations
  • University of Electronic Science and Technology of China (CN)
  • Nanyang Technological University (SG)
  • University of Hertfordshire (GB)
  • University of Luxembourg (LU)
  • KU 6G Research Center, Khalifa University of Science and Technology, Abu Dhabi, UAE
Venue
IEEE Wireless Communications Letters
Published
2024-10
Volume
13
Issue
10
Pages
2807-2811
ISSN
  • 2162-2337 (ISSN-L)
  • 2162-2345
OpenAlex
W4401748396
Cited by
75
References
4
Citations by year
2026: 31 · 2025: 40 · 2024: 4
FWCI
7.78
Type
journal article
Language
en
Open access
Locations
  • IEEE Wireless Communications Letters (publishedVersion)
  • arXiv (Cornell University) (submittedVersion)
  • Open Repository and Bibliography (University of Luxembourg) (submittedVersion, other-oa)
  • DR-NTU (Nanyang Technological University) (submittedVersion)
  • arXiv (Cornell University)
Funders
Sichuan Science and Technology Program (2023YFSY0008, 2023YFG0291)
Topics
  • Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced Wireless Communication Technologies
  • Physical Sciences › Engineering › Aerospace Engineering › Advanced Antenna and Metasurface Technologies
  • Physical Sciences › Engineering › Aerospace Engineering › Radar Systems and Signal Processing
Keywords
stacked intelligent metasurfaces, integrated sensing and communication, precoding, power allocation, gradient ascent algorithm, beampattern design, phase shift optimization

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