Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media

Abstract Metasurface-programmable radio environments are considered a key ingredient of next-generation wireless networks. Yet, identifying a metasurface configuration that yields a desired wireless functionality in an unknown complex environment was so far only achieved with closed-loop iterative f...

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Main Authors: Jérôme Sol, Hugo Prod’homme, Luc Le Magoarou, Philipp del Hougne
Format: Article
Language:English
Published: Nature Portfolio 2024-04-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-024-46916-2
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author Jérôme Sol
Hugo Prod’homme
Luc Le Magoarou
Philipp del Hougne
author_facet Jérôme Sol
Hugo Prod’homme
Luc Le Magoarou
Philipp del Hougne
author_sort Jérôme Sol
collection DOAJ
description Abstract Metasurface-programmable radio environments are considered a key ingredient of next-generation wireless networks. Yet, identifying a metasurface configuration that yields a desired wireless functionality in an unknown complex environment was so far only achieved with closed-loop iterative feedback schemes. Here, we introduce open-loop wave control in metasurface-programmable complex media by estimating the parameters of a compact physics-based forward model. Our experiments demonstrate orders-of-magnitude advantages over deep-learning-based digital-twin benchmarks in terms of accuracy, compactness and required calibration examples. Strikingly, our parameter estimation also works without phase information and without providing measurements for all considered scattering coefficients. These unique generalization capabilities of our pure-physics model unlock unforeseen and previously inaccessible frugal wave control protocols that significantly alleviate the measurement complexity. For instance, we achieve coherent wave control (focusing or perfect absorption) and phase-shift-keying backscatter communications in metasurface-programmable complex media with intensity-only measurements. Our approach is also directly relevant to dynamic metasurface antennas, microwave-based signal processors and emerging in situ reconfigurable nanophotonic, optical and room-acoustical systems.
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spelling doaj.art-a537a8544db041388ee8a343327786b82024-04-07T11:23:52ZengNature PortfolioNature Communications2041-17232024-04-0115111110.1038/s41467-024-46916-2Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex mediaJérôme Sol0Hugo Prod’homme1Luc Le Magoarou2Philipp del Hougne3Univ Rennes, INSA Rennes, CNRS, IETR - UMR 6164Univ Rennes, INSA Rennes, CNRS, IETR - UMR 6164Univ Rennes, INSA Rennes, CNRS, IETR - UMR 6164Univ Rennes, INSA Rennes, CNRS, IETR - UMR 6164Abstract Metasurface-programmable radio environments are considered a key ingredient of next-generation wireless networks. Yet, identifying a metasurface configuration that yields a desired wireless functionality in an unknown complex environment was so far only achieved with closed-loop iterative feedback schemes. Here, we introduce open-loop wave control in metasurface-programmable complex media by estimating the parameters of a compact physics-based forward model. Our experiments demonstrate orders-of-magnitude advantages over deep-learning-based digital-twin benchmarks in terms of accuracy, compactness and required calibration examples. Strikingly, our parameter estimation also works without phase information and without providing measurements for all considered scattering coefficients. These unique generalization capabilities of our pure-physics model unlock unforeseen and previously inaccessible frugal wave control protocols that significantly alleviate the measurement complexity. For instance, we achieve coherent wave control (focusing or perfect absorption) and phase-shift-keying backscatter communications in metasurface-programmable complex media with intensity-only measurements. Our approach is also directly relevant to dynamic metasurface antennas, microwave-based signal processors and emerging in situ reconfigurable nanophotonic, optical and room-acoustical systems.https://doi.org/10.1038/s41467-024-46916-2
spellingShingle Jérôme Sol
Hugo Prod’homme
Luc Le Magoarou
Philipp del Hougne
Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
Nature Communications
title Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
title_full Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
title_fullStr Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
title_full_unstemmed Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
title_short Experimentally realized physical-model-based frugal wave control in metasurface-programmable complex media
title_sort experimentally realized physical model based frugal wave control in metasurface programmable complex media
url https://doi.org/10.1038/s41467-024-46916-2
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