Data‐Driven Design for Metamaterials and Multiscale Systems: A Review

D Lee, W Chen, L Wang, YC Chan… - Advanced …, 2024 - Wiley Online Library
Metamaterials are artificial materials designed to exhibit effective material parameters that
go beyond those found in nature. Composed of unit cells with rich designability that are …

Wide field-of-view metalens: a tutorial

F Yang, MY Shalaginov, HI Lin, S An… - Advanced …, 2023 - spiedigitallibrary.org
Wide field-of-view (FOV) optics are essential components in many optical systems, with
applications spanning imaging, display, sensing, and beam steering. Conventional …

Empowering metasurfaces with inverse design: principles and applications

Z Li, R Pestourie, Z Lin, SG Johnson, F Capasso - Acs Photonics, 2022 - ACS Publications
Conventional human-driven methods face limitations in designing complex functional
metasurfaces. Inverse design is poised to empower metasurface research by embracing fast …

[HTML][HTML] Metasurfaces designed by a bidirectional deep neural network and iterative algorithm for generating quantitative field distributions

Y Zhu, X Zang, H Chi, Y Zhou, Y Zhu… - Light: Advanced …, 2023 - light-am.com
Metasurfaces, which are the two-dimensional counterparts of metamaterials, have
demonstrated unprecedented capabilities to manipulate the wavefront of electromagnetic …

[PDF][PDF] Physics-data-driven intelligent optimization for large-aperture metalenses

Y Ha, Y Luo, M Pu, F Zhang, Q He, J **… - Opto-Electronic …, 2023 - researching.cn
Metalenses have gained significant attention and have been widely utilized in optical
systems for focusing and imaging, owing to their lightweight, high-integration, and …

Deep neural network enabled active metasurface embedded design

S An, B Zheng, M Julian, C Williams, H Tang, T Gu… - …, 2022 - degruyter.com
In this paper, we propose a deep learning approach for forward modeling and inverse
design of photonic devices containing embedded active metasurface structures. In …

[PDF][PDF] Genetic algorithm assisted meta-atom design for high-performance metasurface optics

Z Yu, M Li, Z **ng, H Gao, Z Liu, S Pu, H Mao… - Opto-Electronic …, 2024 - researching.cn
Metasurfaces, composed of planar arrays of intricately designed meta-atom structures,
possess remarkable capabilities in controlling electromagnetic waves in various ways. A …

Deep-learning-enabled electromagnetic near-field prediction and inverse design of metasurfaces

TB Kanmaz, E Ozturk, HV Demir, C Gunduz-Demir - Optica, 2023 - opg.optica.org
Metasurfaces generate desired electromagnetic wavefronts using sub-wavelength structures
that are much thinner than conventional optical tools. However, their typical design method …

AI for optical metasurface

A Ueno, J Hu, S An - npj Nanophotonics, 2024 - nature.com
Optical metasurfaces, planar artificial media capable of controlling light propagation, are
transitioning from laboratory curiosity to commercial applications. This shift requires …

Deep learning enabled strategies for modeling of complex aperiodic plasmonic metasurfaces of arbitrary size

C Majorel, C Girard, A Arbouet, OL Muskens… - ACS …, 2022 - ACS Publications
Optical interactions have an important impact on the optical response of nanostructures in
complex environments. Accounting for interactions in large ensembles of structures requires …