Structural Optimization of a One-Dimensional Freeform Metagrating Deflector via Deep Reinforcement Learning

Multifunctional Metasurface Design with a Generative Adversarial Network

(2021) Sensong An et al.   Advanced Optical Materials

Reinforcement learning applied to metamaterial design

(2021) Tristan Shah et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

A graph placement methodology for fast chip design

(2021) Azalia Mirhoseini et al.   NATURE

Complete Complex Amplitude Modulation with Electronically Tunable Graphene Plasmonic Metamolecules

(2020) Sangjun Han et al.   ACS Nano

Huygens Metasurfaces Based on Congener Dipole Excitations

(2020) Tianhua Feng et al.   Physical Review Applied

Quantum metasurfaces with atom arrays

(2020) R. Bekenstein et al.   Nature Physics

MetaNet: a new paradigm for data sharing in photonics research

(2020) Jiaqi Jiang et al.   OPTICS EXPRESS

Phase-controlled metasurface design via optimized genetic algorithm

(2020) Yulong Fan et al.   Nanophotonics

Deep learning modeling approach for metasurfaces with high degrees of freedom

(2020) Sensong An et al.   OPTICS EXPRESS

Design Space Reparameterization Enforces Hard Geometric Constraints in Inverse-Designed Nanophotonic Devices

(2020) Mingkun Chen et al.   ACS Photonics

Gap-Surface Plasmon Metasurfaces for Broadband Circular-to-Linear Polarization Conversion and Vector Vortex Beam Generation

(2019) Jacob T. Heiden et al.   Advanced Optical Materials

Inverse-designed metastructures that solve equations

(2019) Nasim Mohammadi Estakhri et al.   SCIENCE

Optimisation of colour generation from dielectric nanostructures using reinforcement learning

(2019) Iman Sajedian et al.   OPTICS EXPRESS

Free-Form Diffractive Metagrating Design Based on Generative Adversarial Networks

(2019) Jiaqi Jiang et al.   ACS Nano

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

(2019) Jiaqi Jiang et al.   NANO LETTERS

Finding the optical properties of plasmonic structures by image processing using a combination of convolutional neural networks and recurrent neural networks

(2019) Iman Sajedian et al.   Microsystems & Nanoengineering

Ultimate Light Trapping in a Free-Form Plasmonic Waveguide

(2019) Juho Park et al.   Physical Review Applied

Particle swarm optimized polarization beam splitter using metasurface-assisted silicon nitride Y-junction for mid-infrared wavelengths

(2019) Bohao Zhang et al.   OPTICS COMMUNICATIONS

Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures

(2018) Dianjing Liu et al.   ACS Photonics

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

Nonlocal Metasurfaces for Optical Signal Processing

(2018) Hoyeong Kwon et al.   PHYSICAL REVIEW LETTERS

Broadband achromatic optical metasurface devices

(2017) Shuming Wang et al.   Nature Communications

Pixelated Checkerboard Metasurface for Ultra-Wideband Radar Cross Section Reduction

(2017) Mohammad-Javad Haji-Ahmadi et al.   Scientific Reports

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Metasurface-Enabled Remote Quantum Interference

(2015) Pankaj K. Jha et al.   PHYSICAL REVIEW LETTERS

Metasurface holograms for visible light

(2013) Xingjie Ni et al.   Nature Communications

Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction

(2011) N. Yu et al.   SCIENCE