Data‐Driven Design for Metamaterials and Multiscale Systems: A Review
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 …
go beyond those found in nature. Composed of unit cells with rich designability that are …
Wide field-of-view metalens: a tutorial
Wide field-of-view (FOV) optics are essential components in many optical systems, with
applications spanning imaging, display, sensing, and beam steering. Conventional …
applications spanning imaging, display, sensing, and beam steering. Conventional …
Empowering metasurfaces with inverse design: principles and applications
Conventional human-driven methods face limitations in designing complex functional
metasurfaces. Inverse design is poised to empower metasurface research by embracing fast …
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 …
demonstrated unprecedented capabilities to manipulate the wavefront of electromagnetic …
[PDF][PDF] Physics-data-driven intelligent optimization for large-aperture metalenses
Metalenses have gained significant attention and have been widely utilized in optical
systems for focusing and imaging, owing to their lightweight, high-integration, and …
systems for focusing and imaging, owing to their lightweight, high-integration, and …
Deep neural network enabled active metasurface embedded design
In this paper, we propose a deep learning approach for forward modeling and inverse
design of photonic devices containing embedded active metasurface structures. In …
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 …
possess remarkable capabilities in controlling electromagnetic waves in various ways. A …
Deep-learning-enabled electromagnetic near-field prediction and inverse design of metasurfaces
Metasurfaces generate desired electromagnetic wavefronts using sub-wavelength structures
that are much thinner than conventional optical tools. However, their typical design method …
that are much thinner than conventional optical tools. However, their typical design method …
AI for optical metasurface
Optical metasurfaces, planar artificial media capable of controlling light propagation, are
transitioning from laboratory curiosity to commercial applications. This shift requires …
transitioning from laboratory curiosity to commercial applications. This shift requires …
Deep learning enabled strategies for modeling of complex aperiodic plasmonic metasurfaces of arbitrary size
Optical interactions have an important impact on the optical response of nanostructures in
complex environments. Accounting for interactions in large ensembles of structures requires …
complex environments. Accounting for interactions in large ensembles of structures requires …