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RESEARCH PAPER · Nature Photonics · 2020

Deep-learning-enabled self-adaptive microwave cloak without human intervention

Chao Qian, Bin Zheng, Yichen Shen, Li Jing, Er‐Ping Li, Lian Shen, Hongsheng Chen

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Deep-learning-enabled self-adaptive microwave cloak without human interventionOriginalSurface Susceptibility Synthesis of Metasurface Skins/Holograms for Electromagnetic Camouflage/Illusions41Performing optical logic operations by a diffractive neural network411Toward Intelligent Metasurfaces: The Progress from Globally Tunable Metasurfaces to Software‐Defined Metasurfaces with an Embedded Network of Controllers215Active metamaterials and metadevices: a review429Bionic composite metamaterials for harvesting of microwave and integration of multifunctionality98Deterministic Approach to Achieve Full-Polarization Cloak62Tackling Photonic Inverse Design with Machine Learning211Electromagnetic Metasurfaces and Reconfigurable Metasurfaces: A Review104Programmable Controls to Scattering Properties of a Radiation Array141A Review on Metasurface: From Principle to Smart Metadevices711Interfacing photonics with artificial intelligence: an innovative design strategy for photonic structures and devices based on artificial neural networks89Extreme‐Angle Silicon Infrared Optics Enabled by Streamlined Surfaces187Deterministic and probabilistic deep learning models for inverse design of broadband acoustic cloak77Subwavelength optical localization with toroidal excitations in plasmonic and Mie metamaterials40Realizing transmitted metasurface cloak by a tandem neural network130The electromagnetic response of composition-regulated honeycomb structural materials used for broadband microwave absorption138Particle swarm optimization of silicon photonic crystal waveguide transition52Smart Doppler Cloak Operating in Broad Band and Full Polarizations146Polarization-insensitive 3D conformal-skin metasurface cloak224Tunable Metasurfaces: The Path to Fully Active Nanophotonics113A perspective on the next generation of invisibility cloaks—Intelligent cloaks90Highlighting photonics: looking into the next decade320Versatile metasurface platform for electromagnetic wave tailoring89Optical cloaking and invisibility: From fiction toward a technological reality38Demonstration of Spider‐Eyes‐Like Intelligent Antennas for Dynamically Perceiving Incoming Waves37Radar One-Dimensional Range Profile Dynamic Jamming Based on Programmable Metasurface51Invisible surfaces enabled by the coalescence of anti-reflection and wavefront controllability in ultrathin metasurfaces80Research advances in composition, structure and mechanisms of microwave absorbing materials431Bluff body uses deep-reinforcement-learning trained active flow control to achieve hydrodynamic stealth61Angular‐Multiplexing Metasurface: Building Up Independent‐Encoded Amplitude/Phase Dictionary for Angular Illumination72Heterointerface Engineering in Electromagnetic Absorbers: New Insights and Opportunities670Artificial intelligence: A powerful paradigm for scientific research1702A metamaterial-free fluid-flow cloak42Optical meta-waveguides for integrated photonics and beyond464Compact logic operator utilizing a single-layer metasurface58Recent advances of wide‐angle metalenses: principle, design, and applications104Information metasurfaces and intelligent metasurfaces74Intelligent metaphotonics empowered by machine learning169Solving Multivariable Equations with Tandem Metamaterialkernels39Machine–learning‐enabled metasurface for direction of arrival estimation92Quasiperiodic metamaterials with broadband absorption: Tailoring electromagnetic wave by Penrose tiling41Programmable Terahertz Metamaterials with Non‐Volatile Memory93Intelligent Beamforming via Physics-Inspired Neural Networks on Programmable Metasurface64Intelligent reconfigurable metasurface for self-adaptively electromagnetic functionality switching55Simultaneous in situ Direction Finding and Field Manipulation Based on Space-Time-Coding Digital Metasurface72Mechanically reprogrammable Pancharatnam–Berry metasurface for microwaves88In Situ Customized Illusion Enabled by Global Metasurface Reconstruction92Photonic matrix multiplication lights up photonic accelerator and beyond563Intelligent meta-imagers: From compressed to learned sensing91Intelligent metasurface with frequency recognition for adaptive manipulation of electromagnetic wave53Flexible Metamaterial Electronics332Broadband cross-circular polarization carpet cloaking based on a phase change material metasurface in the mid-infrared region62Meta-programmable analog differentiator98Angular‐Encrypted Quad‐Fold Display of Nanoprinting and Meta‐Holography for Optical Information Storage46At the intersection of optics and deep learning: statistical inference, computing, and inverse design67Multilaminate metastructure for high-temperature radar-infrared bi-stealth: Topological optimization and near-room-temperature synthesis99Intelligent metasurfaces: control, communication and computing347Dynamic recognition and mirage using neuro-metamaterials125Review of Metasurfaces and Metadevices: Advantages of Different Materials and Fabrications65Remotely mind-controlled metasurface via brainwaves99Heterogeneous Transfer‐Learning‐Enabled Diverse Metasurface Design77Artificial Intelligence in Meta-optics224Graphene-Based Optically Transparent Metasurface Capable of Dual-Polarized Modulation for Electromagnetic Stealth68Homeostatic neuro-metasurfaces for dynamic wireless channel management98Deep learning-enabled compact optical trigonometric operator with metasurface89Active auto-adaptive metamaterial plates for flexural wave control38Metamaterials: From fundamental physics to intelligent design100Breaking the fundamental scattering limit with gain metasurfaces64Experimental Realization of a Superdispersion‐Enabled Ultrabroadband Terahertz Cloak116Transfer-Learning-Assisted Inverse Metasurface Design for 30% Data Savings70Metamaterials: Optical, acoustic, elastic, heat, mass, electric, magnetic, and hydrodynamic cloaking99Metasurfaces for Sensing Applications: Gas, Bio and Chemical93Touch‐Programmable Metasurface for Various Electromagnetic Manipulations and Encryptions70Recent Progress in Reconfigurable and Intelligent Metasurfaces: A Comprehensive Review of Tuning Mechanisms, Hardware Designs, and Applications147Artificial Neural Network for Direction‐of‐Arrival Estimation and Secure Wireless Communications Via Space‐Time‐Coding Digital Metasurfaces74Electrically addressable integrated intelligent terahertz metasurface175A Polarization‐Modulated Information Metasurface for Encryption Wireless Communications78Quad-band microwave absorbers based on MoO3-x@MWCNT with tunable morphologies for multifunctional multiband absorption41Conformal Metasurfaces: A Novel Solution for Vehicular Communications48Transparent Thermally Tunable Microwave Absorber Prototype Based on Patterned VO2 Film56Reconfigurable transmissive metasurface synergizing dynamic and geometric phase for versatile polarization and wavefront manipulations41Inverse-designed Metamaterials for On-chip Combinational Optical Logic Circuit48Arbitrary Polarization Readout with Dual‐Channel Neuro‐Metasurfaces37Computation at the speed of light: metamaterials for all-optical calculations and neural networks107All-optical controlled-NOT logic gate achieving directional asymmetric transmission based on metasurface doublet137Bionic structures for optimizing the design of stealth materials37Compatible Stealth Metasurface for Laser and Infrared with Radiative Thermal Engineering Enabled by Machine Learning74Direct field-to-pattern monolithic design of holographic metasurface via residual encoder-decoder convolutional neural network68Enabling Intelligent Metasurfaces for Semi-known Input78Metasurfaces designed by a bidirectional deep neural network and iterative algorithm for generating quantitative field distributions90Physics-data-driven intelligent optimization for large-aperture metalenses77Deep-learning-assisted inverse design of dual-spin/frequency metasurface for quad-channel off-axis vortices multiplexing42Massively parallel universal linear transformations using a wavelength-multiplexed diffractive optical network88MXene‐Nanoflakes‐Enabled All‐Optical Nonlinear Activation Function for On‐Chip Photonic Deep Neural Networks50Recent Advances in Reconfigurable Metasurfaces: Principle and Applications75Pushing the Limits of Metasurface Cloak Using Global Inverse Design57Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision1813D printing metamaterials for highly efficient electromagnetic wave absorption57Broadband Solar Metamaterial Absorbers Empowered by Transformer‐Based Deep Learning101Electromagnetic Metamaterials: From Classical to Quantum71Polarization-Insensitive Metasurface Cloak for Dynamic Illusions with an Electromagnetic Transparent Window52A knowledge-inherited learning for intelligent metasurface design and assembly122Multifunctional Reflective Metasurface to Independently and Simultaneously Control Amplitude and Phase with Frequency Tunability39Revealing the Transformation Invariance of Full-Parameter Omnidirectional Invisibility Cloaks46Eye accommodation-inspired neuro-metasurface focusing80Diffraction Neural Network for Multi‐Source Information of Arrival Sensing39An Adaptive Multispectral Mechano-Optical System for Multipurpose Applications129Machine and Deep Learning for Tuberculosis Detection on Chest X-Rays: Systematic Literature Review97Structure–Activity Relationship in Microstructure Design for Electromagnetic Wave Absorption Applications162Correlating metasurface spectra with a generation-elimination framework68Advancements in Microwave Absorption Motivated by Interdisciplinary Research310Deep Learning‐Assisted Active Metamaterials with Heat‐Enhanced Thermal Transport69Matrix Diffractive Deep Neural Networks Merging Polarization into Meta‐Devices126Laser-driven hierarchical “gas-needles” for programmable and high-precision proximity transfer printing of microchips60Liquid Metal‐MXene‐Based Hierarchical Aerogel with Radar‐Infrared Compatible Camouflage66Real-data-driven real-time reconfigurable microwave reflective surface51Visible-frequency nonvolatile reconfigurable Janus metasurfaces for dual-wavelength-switched and spin-asymmetric holograms39Metasurface‐Based Optical Logic Operators Driven by Diffractive Neural Networks104Multi‐Field Coupled Motion Induces Electromagnetic Wave Absorbing Property Regeneration of Elastomer in Marine Environment77Multifunctional microwave absorption materials: construction strategies and functional applications128Simultaneously realizing thermal and electromagnetic cloaking by multi-physical null medium48Roadmap on electromagnetic metamaterials and metasurfaces88Autonomous aeroamphibious invisibility cloak with stochastic-evolution learning63Flexible Metasurfaces for Multifunctional Interfaces114Co‐Prime Modulation for Space‐Time‐Coding Digital Metasurfaces with Ultralow‐Scattering Characteristics42Controlling mass and energy diffusion with metamaterials153Pneumatic Structural Deformation to Enhance Resonance Behavior for Broadband and Adaptive Radar Stealth70Vision-driven metasurfaces for perception enhancement39Intelligent wireless power transfer via a 2-bit compact reconfigurable transmissive-metasurface-based router91MXene‐Enabled Pneumatic Multiscale Shape Morphing for Adaptive, Programmable and Multimodal Radar‐infrared Compatible Camouflage216Evolutionary Games‐Assisted Synchronization Metasurface for Simultaneous Multisource Invisibility Cloaking40Radar Target Complex High-Resolution Range Profile Modulation by External Time Coding Metasurface1133D Intelligent Cloaked Vehicle Equipped with Thousand‐Level Reconfigurable Full‐Polarization Metasurfaces58A skin-beyond multifrequency camouflage system with self-adaptive discoloration and radar-infrared stealth39Tbps wide-field parallel optical wireless communications based on a metasurface beam splitter64Detection and Anti‐Detection with Microwave‐Infrared Compatible Camouflage Using Asymmetric Composite Metasurface65Wideband Transmissive Programmable Metasurface for Adaptive Millimeter‐Wave Beamforming43Smart meta-device powered by stray microwave energies: A green approach to shielding external interference and detection80Holographic multiplexing metasurface with twisted diffractive neural network108Physics and artificial intelligence: illuminating the future of optics and photonics39Non‐Interleaved Shared‐Aperture Full‐Stokes Metalens via Prior‐Knowledge‐Driven Inverse Design111Adaptive wireless-powered network based on CNN near-field positioning by a dual-band metasurface62Artificial intelligence in dentistry and dental biomaterials50Flexible Intelligent Metasurfaces for Downlink Multiuser MISO Communications62A guidance to intelligent metamaterials and metamaterials intelligence254Progress on intelligent metasurfaces for signal relay, transmitter, and processor38Flexible intelligent microwave metasurface with shape-guided adaptive programming48Symbiotic evolution of photonics and artificial intelligence: a comprehensive review39Emerging Technologies in Intelligent Metasurfaces: Shaping the Future of Wireless Communications65Deep learning in metasurfaces: from automated design to adaptive metadevices62

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