Stacked Intelligent Metasurfaces for Efficient Holographic MIMO Communications in 6G
A revolutionary technology relying on Stacked Intelligent Metasurfaces (SIM) is capable of carrying out advanced signal processing directly in the native electromagnetic (EM) wave regime. An SIM is fabricated by a sophisticated amalgam of multiple stacked metasurface layers, which may outperform its...
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Published in | IEEE journal on selected areas in communications Vol. 41; no. 8; pp. 2380 - 2396 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.08.2023
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 0733-8716 1558-0008 |
DOI | 10.1109/JSAC.2023.3288261 |
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Abstract | A revolutionary technology relying on Stacked Intelligent Metasurfaces (SIM) is capable of carrying out advanced signal processing directly in the native electromagnetic (EM) wave regime. An SIM is fabricated by a sophisticated amalgam of multiple stacked metasurface layers, which may outperform its single-layer metasurface counterparts, such as reconfigurable intelligent surfaces (RIS) and metasurface lenses. We harness this new SIM for implementing holographic multiple-input multiple-output (HMIMO) communications without requiring excessive radio-frequency (RF) chains, which is a substantial benefit compared to existing implementations. First of all, we propose an HMIMO communication system based on a pair of SIM at the transmitter (TX) and receiver (RX), respectively. In sharp contrast to the conventional MIMO designs, SIM is capable of automatically accomplishing transmit precoding and receiver combining, as the EM waves propagate through them. As such, each spatial stream can be directly radiated and recovered from the corresponding transmit and receive port. Secondly, we formulate the problem of minimizing the error between the actual end-to-end channel matrix and the target diagonal one, representing a flawless interference-free system of parallel subchannels. This is achieved by jointly optimizing the phase shifts associated with all the metasurface layers of both the TX-SIM and RX-SIM. We then design a gradient descent algorithm to solve the resultant non-convex problem. Furthermore, we theoretically analyze the HMIMO channel capacity bound and provide some fundamental insights. Finally, extensive simulation results are provided for characterizing our SIM-aided HMIMO system, which quantifies its substantial performance benefits, e.g., 150% capacity improvement over both conventional MIMO and its RIS-aided counterparts. |
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AbstractList | A revolutionary technology relying on Stacked Intelligent Metasurfaces (SIM) is capable of carrying out advanced signal processing directly in the native electromagnetic (EM) wave regime. An SIM is fabricated by a sophisticated amalgam of multiple stacked metasurface layers, which may outperform its single-layer metasurface counterparts, such as reconfigurable intelligent surfaces (RIS) and metasurface lenses. We harness this new SIM for implementing holographic multiple-input multiple-output (HMIMO) communications without requiring excessive radio-frequency (RF) chains, which is a substantial benefit compared to existing implementations. First of all, we propose an HMIMO communication system based on a pair of SIM at the transmitter (TX) and receiver (RX), respectively. In sharp contrast to the conventional MIMO designs, SIM is capable of automatically accomplishing transmit precoding and receiver combining, as the EM waves propagate through them. As such, each spatial stream can be directly radiated and recovered from the corresponding transmit and receive port. Secondly, we formulate the problem of minimizing the error between the actual end-to-end channel matrix and the target diagonal one, representing a flawless interference-free system of parallel subchannels. This is achieved by jointly optimizing the phase shifts associated with all the metasurface layers of both the TX-SIM and RX-SIM. We then design a gradient descent algorithm to solve the resultant non-convex problem. Furthermore, we theoretically analyze the HMIMO channel capacity bound and provide some fundamental insights. Finally, extensive simulation results are provided for characterizing our SIM-aided HMIMO system, which quantifies its substantial performance benefits, e.g., 150% capacity improvement over both conventional MIMO and its RIS-aided counterparts. |
Author | Huang, Chongwen An, Jiancheng Yuen, Chau Ng, Derrick Wing Kwan Alexandropoulos, George C. Xu, Chao Hanzo, Lajos |
Author_xml | – sequence: 1 givenname: Jiancheng orcidid: 0000-0003-2512-9989 surname: An fullname: An, Jiancheng email: jiancheng_an@sutd.edu.sg organization: Engineering Product Development (EPD) Pillar, Singapore University of Technology and Design (SUTD), Tampines, Singapore – sequence: 2 givenname: Chao orcidid: 0000-0002-8423-0342 surname: Xu fullname: Xu, Chao email: cx1g08@soton.ac.uk organization: School of Electronics and Computer Science, University of Southampton, Southampton, U.K – sequence: 3 givenname: Derrick Wing Kwan orcidid: 0000-0001-6400-712X surname: Ng fullname: Ng, Derrick Wing Kwan email: w.k.ng@unsw.edu.au organization: School of Electrical Engineering and Telecommunications, University of New South Wales (UNSW), Sydney, NSW, Australia – sequence: 4 givenname: George C. orcidid: 0000-0002-6587-1371 surname: Alexandropoulos fullname: Alexandropoulos, George C. email: alexandg@di.uoa.gr organization: Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens, Greece – sequence: 5 givenname: Chongwen orcidid: 0000-0001-8398-8437 surname: Huang fullname: Huang, Chongwen email: chongwenhuang@zju.edu.cn organization: College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China – sequence: 6 givenname: Chau orcidid: 0000-0002-9307-2120 surname: Yuen fullname: Yuen, Chau email: chau.yuen@ntu.edu.sg organization: School of Electrical and Electronics Engineering, Nanyang Technological University, Jurong West, Singapore – sequence: 7 givenname: Lajos orcidid: 0000-0002-2636-5214 surname: Hanzo fullname: Hanzo, Lajos email: chau.yuen@ntu.edu.sg organization: School of Electronics and Computer Science, University of Southampton, Southampton, U.K |
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Snippet | A revolutionary technology relying on Stacked Intelligent Metasurfaces (SIM) is capable of carrying out advanced signal processing directly in the native... |
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SubjectTerms | 3D integrated metasurfaces 6G mobile communication Algorithms Channel capacity Communications systems holographic MIMO (HMIMO) Holography Metasurfaces MIMO communication Nonhomogeneous media Optimization Radio frequency reconfigurable intelligent surface (RIS) Stacked intelligent metasurfaces (SIM) Transceivers wave-based computing Wireless networks |
Title | Stacked Intelligent Metasurfaces for Efficient Holographic MIMO Communications in 6G |
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