Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces
In this paper, we consider a stacked intelligent metasurface (SIM) with the ability to perform beamforming in the electromagnetic (EM) wave domain. We develop a path-loss model that allows us to compute the received power of the signal after passing through the SIM. Based on the proposed path-loss m...
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sg-ntu-dr.10356-1746902024-04-12T15:42:23Z Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces Hassan, Naveed Ul An, Jiancheng Di Renzo, Marco Debbah, Mérouane Yuen, Chau School of Electrical and Electronic Engineering Engineering Reconfigurable intelligent metasurface Stacked intelligent metasurface In this paper, we consider a stacked intelligent metasurface (SIM) with the ability to perform beamforming in the electromagnetic (EM) wave domain. We develop a path-loss model that allows us to compute the received power of the signal after passing through the SIM. Based on the proposed path-loss model, we formulate an optimization problem to maximize the power at a desired target location in space. We develop a gradient ascent algorithm that can be applied when the phases of the meta-atoms of the SIM can be continuously varied. Also, we develop an alternating optimization (AO) algorithm for the same problem when the meta-atoms can only apply discrete phase shifts. In addition, we formulate an optimization problem whose objective is to produce a given target radiation pattern on a 2D plane located at a certain distance from the center of the SIM. The corresponding algorithms for the continuous and discrete values for the transmission coefficients applied by the SIM are provided. We show that, thanks to the use of multiple layers, complex target radiation patterns in a 2D plane are easily generated. For continuous-valued transmission coefficients, more than 90% of the radiated power is concentrated at the desired points with only three layers. For discrete-valued transmission coefficients with two phase shifts, we show, on the other hand, that nine layers are required to concentrate 90% of the power towards the desired locations. Compared to a single-layer SIM, notably, the power ratio increases by almost 50% by using only three layers. Agency for Science, Technology and Research (A*STAR) Ministry of Education (MOE) Published version This work was supported in part by the Ministry of Education, Singapore, under its MOE Tier 2 under Award MOE-T2EP50220-0019; in part by the Science and Engineering Research Council of Agency for Science, Technology and Research (A*STAR), Singapore, under Grant M22L1b0110; and in part by LUMS Faculty Initiative Fund (FIF). The work of Marco Di Renzo was supported in part by the European Commission through the Horizon Europe Project titled COVER under Grant 101086228; in part by the Horizon Europe Project titled UNITE under Grant 101129618; in part by the Horizon Europe Project titled INSTINCT under Grant 101139161, as well as by the Agence Nationale de la Recherche through the France 2030 Project titled ANR-PEPR Networks of the Future under Grant NF-SYSTERA 22-PEFT-0006; and in part by the ANR-CHISTERA Project titled PASSIONATE under Grant ANR-23-CHR4-0003-01. 2024-04-08T01:43:05Z 2024-04-08T01:43:05Z 2024 Journal Article Hassan, N. U., An, J., Di Renzo, M., Debbah, M. & Yuen, C. (2024). Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces. IEEE Open Journal of the Communications Society, 5, 599-611. https://dx.doi.org/10.1109/OJCOMS.2023.3349155 2644-125X https://hdl.handle.net/10356/174690 10.1109/OJCOMS.2023.3349155 2-s2.0-85181566383 5 599 611 en MOE-T2EP50220-0019 M22L1b0110 IEEE Open Journal of the Communications Society © 2024 The Authors. This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License. application/pdf |
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Engineering Reconfigurable intelligent metasurface Stacked intelligent metasurface Hassan, Naveed Ul An, Jiancheng Di Renzo, Marco Debbah, Mérouane Yuen, Chau Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
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In this paper, we consider a stacked intelligent metasurface (SIM) with the ability to perform beamforming in the electromagnetic (EM) wave domain. We develop a path-loss model that allows us to compute the received power of the signal after passing through the SIM. Based on the proposed path-loss model, we formulate an optimization problem to maximize the power at a desired target location in space. We develop a gradient ascent algorithm that can be applied when the phases of the meta-atoms of the SIM can be continuously varied. Also, we develop an alternating optimization (AO) algorithm for the same problem when the meta-atoms can only apply discrete phase shifts. In addition, we formulate an optimization problem whose objective is to produce a given target radiation pattern on a 2D plane located at a certain distance from the center of the SIM. The corresponding algorithms for the continuous and discrete values for the transmission coefficients applied by the SIM are provided. We show that, thanks to the use of multiple layers, complex target radiation patterns in a 2D plane are easily generated. For continuous-valued transmission coefficients, more than 90% of the radiated power is concentrated at the desired points with only three layers. For discrete-valued transmission coefficients with two phase shifts, we show, on the other hand, that nine layers are required to concentrate 90% of the power towards the desired locations. Compared to a single-layer SIM, notably, the power ratio increases by almost 50% by using only three layers. |
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School of Electrical and Electronic Engineering |
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School of Electrical and Electronic Engineering Hassan, Naveed Ul An, Jiancheng Di Renzo, Marco Debbah, Mérouane Yuen, Chau |
format |
Article |
author |
Hassan, Naveed Ul An, Jiancheng Di Renzo, Marco Debbah, Mérouane Yuen, Chau |
author_sort |
Hassan, Naveed Ul |
title |
Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
title_short |
Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
title_full |
Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
title_fullStr |
Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
title_full_unstemmed |
Efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
title_sort |
efficient beamforming and radiation pattern control using stacked intelligent metasurfaces |
publishDate |
2024 |
url |
https://hdl.handle.net/10356/174690 |
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1806059856443998208 |