首页|期刊导航|National Science Review|Deep learning-enabled temporal sequencing of metasurface for rewritable and customizable electromagnetic illusions

Deep learning-enabled temporal sequencing of metasurface for rewritable and customizable electromagnetic illusionsOA

中文摘要

The realization of rewritable and customizable electromagnetic illusions fundamentally hinges upon the ability to achieve precise spatiotemporal control over electromagnetic waves.Conventional metasurfaces are confined to globally stationary,periodic protocols,lacking the information entropy to orchestrate complex illusion patterns.Here,we introduce a modular metasurface time-domain programming framework that organizes discrete temporal modulation waveforms as reusable modulation units within a predefined library.By flexibly selecting and sequencing these units,rather than redesigning the entire control law for each new task,the framework redistributes the spectral components of the scattered field to synthesize diverse electromagnetic illusions.A deep generative model is established to map target illusions directly to specific time-domain modulation sequences.The metasurface executes these signals across distinct pulses to physically realize the user-defined illusion.Validated on a synthetic aperture imaging testbed,the system rewrites periodic baselines and synthesizes representative aperiodic illusion patterns under user-specified inputs,achieving high fidelity between intended objectives and measurements(structural similarity index≥0.91).This work establishes a practical route from target-scene specification to executable metasurface control and provides a scalable paradigm for task-driven wave manipulation in radar imaging scenarios.

Haoran Han;Jiwei Zhao;Huan Lu;Yongqiang Liu;Bin Zheng;Rongrong Zhu;Hongsheng Chen

State Key Laboratory of Extreme Photonics and Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,Zhejiang University,Hangzhou 310027,China The Electromagnetics Academy at Zhejiang University,College of Information Science and Electronic Engineering,Zhejiang University,Hangzhou 310027,China Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration,Jinhua Institute of Zhejiang University,Zhejiang University,Jinhua 321099,ChinaState Key Laboratory of Extreme Photonics and Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,Zhejiang University,Hangzhou 310027,China The Electromagnetics Academy at Zhejiang University,College of Information Science and Electronic Engineering,Zhejiang University,Hangzhou 310027,China Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration,Jinhua Institute of Zhejiang University,Zhejiang University,Jinhua 321099,ChinaState Key Laboratory of Extreme Photonics and Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,Zhejiang University,Hangzhou 310027,China The Electromagnetics Academy at Zhejiang University,College of Information Science and Electronic Engineering,Zhejiang University,Hangzhou 310027,China Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration,Jinhua Institute of Zhejiang University,Zhejiang University,Jinhua 321099,ChinaNational Key Laboratory of Scattering and Radiation,Beijing 100854,ChinaState Key Laboratory of Extreme Photonics and Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,Zhejiang University,Hangzhou 310027,China The Electromagnetics Academy at Zhejiang University,College of Information Science and Electronic Engineering,Zhejiang University,Hangzhou 310027,China Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration,Jinhua Institute of Zhejiang University,Zhejiang University,Jinhua 321099,ChinaSchool of Information and Electrical Engineering,Hangzhou City University,Zhejiang 310015,ChinaState Key Laboratory of Extreme Photonics and Instrumentation,ZJU-Hangzhou Global Scientific and Technological Innovation Center,Zhejiang University,Hangzhou 310027,China The Electromagnetics Academy at Zhejiang University,College of Information Science and Electronic Engineering,Zhejiang University,Hangzhou 310027,China Zhejiang Key Laboratory of Intelligent Electromagnetic Control and Advanced Electronic Integration,Jinhua Institute of Zhejiang University,Zhejiang University,Jinhua 321099,China

数理科学

reconfigurable intelligent metasurfacetime-division modulationtask-driven designelectromagnetic illusionsynthetic aperture imaging

《National Science Review》 2026 (11)

P.325-338,14

supported by the National Natural Science Foundation of China(U25A20520 and 62475228)the TopNotch Young Talent of China,the Key Research and Development Program of the Ministry of Science and Technology(2022YFA1404704 and 2022YFA1405201)the Key Research and Development Program of Zhejiang Province(2024C01160)the Fundamental Research Funds for the Central Universities(226-2024-00125)the Jinhua Science and Technology Plan Project(2024-1-077 and 2026-1-026).

10.1093/nsr/nwag263

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