Homeostatic neuro-metasurfaces for dynamic wireless channel management

Maximized Frequency Doubling through the Inverse Design of Nonlinear Metamaterials

(2022) Lakshmi Raju et al.   ACS Nano

In Situ Customized Illusion Enabled by Global Metasurface Reconstruction

(2022) Yuetian Jia et al.   ADVANCED FUNCTIONAL MATERIALS

Pushing the limits of functionality‐multiplexing capability in metasurface design based on statistical machine learning

(2022) Wei Ma et al.   ADVANCED MATERIALS

Smart cities built with smart materials

(2021) Rebecca Napolitano et al.   SCIENCE

A wireless communication scheme based on space- and frequency-division multiplexing using digital metasurfaces

(2021) Lei Zhang et al.   Nature Electronics

The rise of intelligent matter

(2021) C. Kaspar et al.   NATURE

Phase-to-pattern inverse design paradigm for fast realization of functional metasurfaces via transfer learning

(2021) Ruichao Zhu et al.   Nature Communications

Photonic-dispersion neural networks for inverse scattering problems

(2021) Tongyu Li et al.   Light-Science & Applications

Metasurfaces for bioelectronics and healthcare

(2021) Zhipeng Li et al.   Nature Electronics

Discovering Physical Concepts with Neural Networks

(2020) Raban Iten et al.   PHYSICAL REVIEW LETTERS

Reconfigurable Intelligent Surface-Based Index Modulation: A New Beyond MIMO Paradigm for 6G

(2020) Ertugrul Basar   IEEE TRANSACTIONS ON COMMUNICATIONS

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

(2020) Chao Qian et al.   Nature Photonics

Performing optical logic operations by a diffractive neural network

(2020) Chao Qian et al.   Light-Science & Applications

Coding Programmable Metasurfaces Based on Deep Learning Techniques

(2020) Tao Shan et al.   IEEE Journal on Emerging and Selected Topics in Circuits and Systems

Three-dimensional vectorial holography based on machine learning inverse design

(2020) Haoran Ren et al.   Science Advances

Non-Iterative Methods Based on Singular Value Decomposition for Inverse Scattering Problems

(2020) Tiantian Yin et al.   IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION

A data-efficient self-supervised deep learning model for design and characterization of nanophotonic structures

(2020) Wei Ma et al.   Science China-Physics Mechanics & Astronomy

Toward Intelligent Metasurfaces: The Progress from Globally Tunable Metasurfaces to Software‐Defined Metasurfaces with an Embedded Network of Controllers

(2020) Odysseas Tsilipakos et al.   Advanced Optical Materials

Complex-amplitude metasurface-based orbital angular momentum holography in momentum space

(2020) Haoran Ren et al.   Nature Nanotechnology

Deep learning for the design of photonic structures

(2020) Wei Ma et al.   Nature Photonics

Deep Reinforcement Learning-Based Intelligent Reflecting Surface for Secure Wireless Communications

(2020) Helin Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

An Outlook on the Interplay of Artificial Intelligence and Software-Defined Metasurfaces: An Overview of Opportunities and Limitations

(2020) Lina Mohjazi et al.   IEEE Vehicular Technology Magazine

Inference in artificial intelligence with deep optics and photonics

(2020) Gordon Wetzstein et al.   NATURE

Deep neural networks for the evaluation and design of photonic devices

(2020) Jiaqi Jiang et al.   Nature Reviews Materials

Efficient manipulations of circularly polarized terahertz waves with transmissive metasurfaces

(2019) Min Jia et al.   Light-Science & Applications

Inverse-designed metastructures that solve equations

(2019) Nasim Mohammadi Estakhri et al.   SCIENCE

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy

(2019) Wei Ma et al.   ADVANCED MATERIALS

Global Optimization of Dielectric Metasurfaces Using a Physics-Driven Neural Network

(2019) Jiaqi Jiang et al.   NANO LETTERS

A Bidirectional Deep Neural Network for Accurate Silicon Color Design

(2019) Li Gao et al.   ADVANCED MATERIALS

Smart metasurface with self-adaptively reprogrammable functions

(2019) Qian Ma et al.   Light-Science & Applications

Controlling three-dimensional optical fields via inverse Mie scattering

(2019) Alan Zhan et al.   Science Advances

Compounding Meta‐Atoms into Metamolecules with Hybrid Artificial Intelligence Techniques

(2019) Zhaocheng Liu et al.   ADVANCED MATERIALS

Towards Smart and Reconfigurable Environment: Intelligent Reflecting Surface Aided Wireless Network

(2019) Qingqing Wu et al.   IEEE COMMUNICATIONS MAGAZINE

Deep Learning Meets Nanophotonics: A Generalized Accurate Predictor for Near Fields and Far Fields of Arbitrary 3D Nanostructures

(2019) Peter R. Wiecha et al.   NANO LETTERS

Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials

(2018) Wei Ma et al.   ACS Nano

A Comparison of Hybrid Beamforming and Digital Beamforming With Low-Resolution ADCs for Multiple Users and Imperfect CSI

(2018) Kilian Roth et al.   IEEE Journal of Selected Topics in Signal Processing

Reflective chiral meta-holography: multiplexing holograms for circularly polarized waves

(2018) Qiu Wang et al.   Light-Science & Applications

Nanophotonic particle simulation and inverse design using artificial neural networks

(2018) John Peurifoy et al.   Science Advances

Generative Model for the Inverse Design of Metasurfaces

(2018) Zhaocheng Liu et al.   NANO LETTERS

Inverse design in nanophotonics

(2018) Sean Molesky et al.   Nature Photonics

High-Efficiency and Full-Space Manipulation of Electromagnetic Wave Fronts with Metasurfaces

(2017) Tong Cai et al.   Physical Review Applied

Transmissive Ultrathin Pancharatnam-Berry Metasurfaces with nearly 100% Efficiency

(2017) Weijie Luo et al.   Physical Review Applied

High-Performance Bifunctional Metasurfaces in Transmission and Reflection Geometries

(2016) Tong Cai et al.   Advanced Optical Materials

Everything you wanted to know about smart cities: The Internet of things is the backbone

(2016) Saraju P. Mohanty et al.   IEEE Consumer Electronics Magazine

Deep learning

(2015) Yann LeCun et al.   NATURE

Optically reconfigurable metasurfaces and photonic devices based on phase change materials

(2015) Qian Wang et al.   Nature Photonics

Flat optics with designer metasurfaces

(2014) Nanfang Yu et al.   NATURE MATERIALS

Internet of Things for Smart Cities

(2014) Andrea Zanella et al.   IEEE Internet of Things Journal

Analysis of Temperature Effect on p-i-n Diode Circuits by a Multiphysics and Circuit Cosimulation Algorithm

(2012) Jun-quan Chen et al.   IEEE TRANSACTIONS ON ELECTRON DEVICES

Design of CMOS Power Amplifiers

(2012) Ali M. Niknejad et al.   IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES

Gradient-index meta-surfaces as a bridge linking propagating waves and surface waves

(2012) Shulin Sun et al.   NATURE MATERIALS