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

Efficient spectrum prediction and inverse design for plasmonic waveguide systems based on artificial neural networks

(2019) Tian Zhang et al.   Photonics Research

Deep Neural Network Inverse Design of Integrated Photonic Power Splitters

(2019) Mohammad H. Tahersima et al.   Scientific Reports

Optimisation of colour generation from dielectric nanostructures using reinforcement learning

(2019) Iman Sajedian et al.   OPTICS EXPRESS

Migrating Knowledge between Physical Scenarios Based on Artificial Neural Networks

(2019) Yurui Qu et al.   ACS Photonics

Simultaneous Inverse Design of Materials and Structures via Deep Learning: Demonstration of Dipole Resonance Engineering Using Core–Shell Nanoparticles

(2019) Sunae So et al.   ACS Applied Materials & Interfaces

Free-Form Diffractive Metagrating Design Based on Generative Adversarial Networks

(2019) Jiaqi Jiang et al.   ACS Nano

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

Complete Control of Smith-Purcell Radiation by Graphene Metasurfaces

(2019) Zhaoxian Su et al.   ACS Photonics

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

Mapping the global design space of nanophotonic components using machine learning pattern recognition

(2019) Daniele Melati et al.   Nature Communications

Compounding Meta‐Atoms into Metamolecules with Hybrid Artificial Intelligence Techniques

(2019) Zhaocheng Liu et al.   ADVANCED MATERIALS

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

(2018) Wei Ma et al.   ACS Nano

A broadband achromatic metalens in the visible

(2018) Shuming Wang et al.   Nature Nanotechnology

A broadband achromatic metalens for focusing and imaging in the visible

(2018) Wei Ting Chen et al.   Nature Nanotechnology

Deep learning reconstruction of ultrashort pulses

(2018) Tom Zahavy et al.   Optica

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 molecular design using machine learning: Generative models for matter engineering

(2018) Benjamin Sanchez-Lengeling et al.   SCIENCE

Plasmonic nanostructure design and characterization via Deep Learning

(2018) Itzik Malkiel et al.   Light-Science & Applications

Inverse design in nanophotonics

(2018) Sean Molesky et al.   Nature Photonics

Optimization of photonic crystal nanocavities based on deep learning

(2018) Takashi Asano et al.   OPTICS EXPRESS

Engineering Optics 2.0: A Revolution in Optical Materials, Devices, and Systems

(2018) Xiangang Luo   ACS Photonics

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Deep learning for computational chemistry

(2017) Garrett B. Goh et al.   JOURNAL OF COMPUTATIONAL CHEMISTRY

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Dual-Band Light Focusing Using Stacked Graphene Metasurfaces

(2017) Wei Ma et al.   ACS Photonics

Manipulating Smith-Purcell Emission with Babinet Metasurfaces

(2016) Zuojia Wang et al.   PHYSICAL REVIEW LETTERS

Visible-frequency hyperbolic metasurface

(2015) Alexander A. High et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Metasurface holograms reaching 80% efficiency

(2015) Guoxing Zheng et al.   Nature Nanotechnology

Theory, experiment and applications of metamaterials

(2015) WenXuan Tang et al.   Science China-Physics Mechanics & Astronomy

Efficient Light Bending with Isotropic Metamaterial Huygens’ Surfaces

(2014) Carl Pfeiffer et al.   NANO LETTERS

Flat optics with designer metasurfaces

(2014) Nanfang Yu et al.   NATURE MATERIALS

Searching for exotic particles in high-energy physics with deep learning

(2014) P. Baldi et al.   Nature Communications

Metamaterial-based gradient index beam steerers for terahertz radiation

(2013) Jens Neu et al.   APPLIED PHYSICS LETTERS

Metasurfaces for manipulating surface plasmons

(2013) Yongmin Liu et al.   APPLIED PHYSICS LETTERS

Planar Photonics with Metasurfaces

(2013) A. V. Kildishev et al.   SCIENCE

Metasurface holograms for visible light

(2013) Xingjie Ni et al.   Nature Communications

Aberration-Free Ultrathin Flat Lenses and Axicons at Telecom Wavelengths Based on Plasmonic Metasurfaces

(2012) Francesco Aieta et al.   NANO LETTERS

Out-of-Plane Reflection and Refraction of Light by Anisotropic Optical Antenna Metasurfaces with Phase Discontinuities

(2012) Francesco Aieta et al.   NANO LETTERS

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

(2012) Shulin Sun et al.   NATURE MATERIALS

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

(2011) N. Yu et al.   SCIENCE

Plasmonics for extreme light concentration and manipulation

(2010) Jon A. Schuller et al.   NATURE MATERIALS

Superlenses to overcome the diffraction limit

(2008) Xiang Zhang et al.   NATURE MATERIALS