Artificial intelligence in meta-optics

MK Chen, X Liu, Y Sun, DP Tsai - Chemical Reviews, 2022 - ACS Publications
Recent years have witnessed promising artificial intelligence (AI) applications in many
disciplines, including optics, engineering, medicine, economics, and education. In particular …

Nanophotonics for light detection and ranging technology

I Kim, RJ Martins, J Jang, T Badloe, S Khadir… - Nature …, 2021 - nature.com
Light detection and ranging (LiDAR) technology, a laser-based imaging technique for
accurate distance measurement, is considered one of the most crucial sensor technologies …

Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling

L Zheng, K Karapiperis, S Kumar… - Nature …, 2023 - nature.com
The rise of machine learning has fueled the discovery of new materials and, especially,
metamaterials—truss lattices being their most prominent class. While their tailorable …

Tunable metasurfaces towards versatile metalenses and metaholograms: a review

J Kim, J Seong, Y Yang, SW Moon… - Advanced …, 2022 - spiedigitallibrary.org
Metasurfaces have attracted great attention due to their ability to manipulate the phase,
amplitude, and polarization of light in a compact form. Tunable metasurfaces have been …

Deep neural networks for the evaluation and design of photonic devices

J Jiang, M Chen, JA Fan - Nature Reviews Materials, 2021 - nature.com
The data-science revolution is poised to transform the way photonic systems are simulated
and designed. Photonic systems are, in many ways, an ideal substrate for machine learning …

Revisiting the design strategies for metasurfaces: fundamental physics, optimization, and beyond

S So, J Mun, J Park, J Rho - Advanced Materials, 2023 - Wiley Online Library
Over the last two decades, the capabilities of metasurfaces in light modulation with
subwavelength thickness have been proven, and metasurfaces are expected to miniaturize …

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 …

A survey on explainable artificial intelligence (xai): Toward medical xai

E Tjoa, C Guan - IEEE transactions on neural networks and …, 2020 - ieeexplore.ieee.org
Recently, artificial intelligence and machine learning in general have demonstrated
remarkable performances in many tasks, from image processing to natural language …