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[PDF][PDF] Intelligent metaphotonics empowered by machine learning
In the recent years, a dramatic boost of the research is observed at the junction of photonics,
machine learning and artificial intelligence. A new methodology can be applied to the …
machine learning and artificial intelligence. A new methodology can be applied to the …
Artificial intelligence and advanced materials
Artificial intelligence (AI) is gaining strength, and materials science can both contribute to
and profit from it. In a simultaneous progress race, new materials, systems, and processes …
and profit from it. In a simultaneous progress race, new materials, systems, and processes …
[PDF][PDF] Tackling photonic inverse design with machine learning
Abstract Machine learning, as a study of algorithms that automate prediction and decision‐
making based on complex data, has become one of the most effective tools in the study of …
making based on complex data, has become one of the most effective tools in the study of …
Inverse design of photonic and phononic topological insulators: a review
Photonic and phononic topological insulators (TIs) offer numerous opportunities for
manipulating light and sound with high efficiency and resiliency. On the other hand, inverse …
manipulating light and sound with high efficiency and resiliency. On the other hand, inverse …
Predictive and generative machine learning models for photonic crystals
The prediction and design of photonic features have traditionally been guided by theory-
driven computational methods, spanning a wide range of direct solvers and optimization …
driven computational methods, spanning a wide range of direct solvers and optimization …
Higher-order topological insulators by ML-enhanced topology optimization
Energy in lower dimensions, such as edges or corners, can be robustly confined by the
higher-order topological insulators (HOTIs) against defects. Being promising for wave …
higher-order topological insulators (HOTIs) against defects. Being promising for wave …
Deep learning for topological photonics
In this paper, we review the specific field that combines topological photonics and deep
learning (DL). Recent progress of topological photonics has attracted enormous interest for …
learning (DL). Recent progress of topological photonics has attracted enormous interest for …
[HTML][HTML] Dynamic and active THz graphene metamaterial devices
In recent years, terahertz waves have attracted significant attention for their promising
applications. Due to a broadband optical response, an ultra-fast relaxation time, a high …
applications. Due to a broadband optical response, an ultra-fast relaxation time, a high …
Intelligent algorithms: new avenues for designing nanophotonic devices
The research on nanophotonic devices has made great progress during the past decades. It
is the unremitting pursuit of researchers that realize various device functions to meet …
is the unremitting pursuit of researchers that realize various device functions to meet …
[HTML][HTML] Inverse design of a binary waveguide crossing by the particle swarm optimization algorithm
This paper describes the inverse design of the particle swarm optimization algorithm
combined with the three-dimensional finite-difference time-domain simulation to design a …
combined with the three-dimensional finite-difference time-domain simulation to design a …