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Homeostatic neuro-metasurfaces for dynamic wireless channel management

The physical basis of a smart city, the wireless channel, plays an important role in coordinating functions across a variety of systems and disordered environments, with numerous applications in wireless communication. However, conventional wireless channel typically necessitates high-complexity and...

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Autores principales: Fan, Zhixiang, Qian, Chao, Jia, Yuetian, Wang, Zhedong, Ding, Yinzhang, Wang, Dengpan, Tian, Longwei, Li, Erping, Cai, Tong, Zheng, Bin, Kaminer, Ido, Chen, Hongsheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9258947/
https://www.ncbi.nlm.nih.gov/pubmed/35857461
http://dx.doi.org/10.1126/sciadv.abn7905
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author Fan, Zhixiang
Qian, Chao
Jia, Yuetian
Wang, Zhedong
Ding, Yinzhang
Wang, Dengpan
Tian, Longwei
Li, Erping
Cai, Tong
Zheng, Bin
Kaminer, Ido
Chen, Hongsheng
author_facet Fan, Zhixiang
Qian, Chao
Jia, Yuetian
Wang, Zhedong
Ding, Yinzhang
Wang, Dengpan
Tian, Longwei
Li, Erping
Cai, Tong
Zheng, Bin
Kaminer, Ido
Chen, Hongsheng
author_sort Fan, Zhixiang
collection PubMed
description The physical basis of a smart city, the wireless channel, plays an important role in coordinating functions across a variety of systems and disordered environments, with numerous applications in wireless communication. However, conventional wireless channel typically necessitates high-complexity and energy-consuming hardware, and it is hindered by lengthy and iterative optimization strategies. Here, we introduce the concept of homeostatic neuro-metasurfaces to automatically and monolithically manage wireless channel in dynamics. These neuro-metasurfaces relieve the heavy reliance on traditional radio frequency components and embrace two iconic traits: They require no iterative computation and no human participation. In doing so, we develop a flexible deep learning paradigm for the global inverse design of large-scale metasurfaces, reaching an accuracy greater than 90%. In a full perception-decision-action experiment, our concept is demonstrated through a preliminary proof-of-concept verification and an on-demand wireless channel management. Our work provides a key advance for the next generation of electromagnetic smart cities.
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spelling pubmed-92589472022-07-20 Homeostatic neuro-metasurfaces for dynamic wireless channel management Fan, Zhixiang Qian, Chao Jia, Yuetian Wang, Zhedong Ding, Yinzhang Wang, Dengpan Tian, Longwei Li, Erping Cai, Tong Zheng, Bin Kaminer, Ido Chen, Hongsheng Sci Adv Physical and Materials Sciences The physical basis of a smart city, the wireless channel, plays an important role in coordinating functions across a variety of systems and disordered environments, with numerous applications in wireless communication. However, conventional wireless channel typically necessitates high-complexity and energy-consuming hardware, and it is hindered by lengthy and iterative optimization strategies. Here, we introduce the concept of homeostatic neuro-metasurfaces to automatically and monolithically manage wireless channel in dynamics. These neuro-metasurfaces relieve the heavy reliance on traditional radio frequency components and embrace two iconic traits: They require no iterative computation and no human participation. In doing so, we develop a flexible deep learning paradigm for the global inverse design of large-scale metasurfaces, reaching an accuracy greater than 90%. In a full perception-decision-action experiment, our concept is demonstrated through a preliminary proof-of-concept verification and an on-demand wireless channel management. Our work provides a key advance for the next generation of electromagnetic smart cities. American Association for the Advancement of Science 2022-07-06 /pmc/articles/PMC9258947/ /pubmed/35857461 http://dx.doi.org/10.1126/sciadv.abn7905 Text en Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Physical and Materials Sciences
Fan, Zhixiang
Qian, Chao
Jia, Yuetian
Wang, Zhedong
Ding, Yinzhang
Wang, Dengpan
Tian, Longwei
Li, Erping
Cai, Tong
Zheng, Bin
Kaminer, Ido
Chen, Hongsheng
Homeostatic neuro-metasurfaces for dynamic wireless channel management
title Homeostatic neuro-metasurfaces for dynamic wireless channel management
title_full Homeostatic neuro-metasurfaces for dynamic wireless channel management
title_fullStr Homeostatic neuro-metasurfaces for dynamic wireless channel management
title_full_unstemmed Homeostatic neuro-metasurfaces for dynamic wireless channel management
title_short Homeostatic neuro-metasurfaces for dynamic wireless channel management
title_sort homeostatic neuro-metasurfaces for dynamic wireless channel management
topic Physical and Materials Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9258947/
https://www.ncbi.nlm.nih.gov/pubmed/35857461
http://dx.doi.org/10.1126/sciadv.abn7905
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