ReviewChemical reviews2022
Artificial Intelligence in Meta-optics.
Review in Chemical reviews, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 47 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
47 citing papers in PubMed.
- NanoPhotoNet-Lase: Physics-Informed Neural Networks for Accelerated Design of Coherent Metasurface Nanolasers.Nanomaterials (Basel, Switzerland) · 2026Article
- Engineering-Oriented Genetic Algorithm Framework for Ultra-Broadband Metasurface Absorber Inverse Design.Materials (Basel, Switzerland) · 2026Article
- MOCLIP: a foundation model for large-scale nanophotonic inverse design.Nature communications · 2026Article
- Photonic biosensors based on nanoparticle superstructures: from data analysis to artificial intelligence (AI) detection.Fundamental research · 2026Review
- An in-depth analysis of UAV path planning, including procedures, algorithms, optimization models, and emerging challenges.MethodsX · 2026Review
- Artificial Intelligence-Driven Metasurfaces Spanning Multidimensional Light Field Control and Free Space Computing.Micromachines · 2026Review
- Metaoptics merging computational optics and optical computing toward intelligent visual perception.Science advances · 2026Review
- Designing strongly coupled polaritonic structures via statistical machine learning.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Cooperative optical response of two-dimensional atomic arrays in solids.Scientific reports · 2025Article
- AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions.Biosensors · 2025Review
- Large-gap cascaded Moiré metasurfaces enabling switchable bright-field and phase-contrast imaging compatible with coherent and incoherent light.Nanophotonics (Berlin, Germany) · 2025Article
- High-capacity directional information processor using all-optical multilayered neural networks.Science advances · 2025Article
- Compound meta-optics: there is plenty of room at the top.Nanophotonics (Berlin, Germany) · 2025Article
- Anchor-controlled generative adversarial network for high-fidelity electromagnetic and structurally diverse metasurface design.Nanophotonics (Berlin, Germany) · 2025Article
- All-optical analog differential operation and information processing empowered by meta-devices.Nanophotonics (Berlin, Germany) · 2025Review
- Dielectric metasurfaces based on a phase singularity in the region of high reflectance.Nanophotonics (Berlin, Germany) · 2025Article
- Beating spectral bandwidth limits for large aperture broadband nano-optics.Nature communications · 2025Article
- Enabling beam-scanning antenna technologies for terahertz wireless systems: A review.Fundamental research · 2025Review
- Deep-Ultraviolet AlN Metalens with Imaging and Ultrafast Laser Microfabrication Applications.Nano letters · 2025Article
- Nonlocal Huygens' meta-lens for high-quality-factor spin-multiplexing imaging.Light, science & applications · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Recent years have witnessed promising artificial intelligence (AI) applications in many disciplines, including optics, engineering, medicine, economics, and education. In particular, the synergy of AI and meta-optics has greatly benefited both fields. Meta-optics are advanced flat optics with novel functions and light-manipulation abilities. The optical properties can be engineered with a unique design to meet various optical demands. This review offers comprehensive coverage of meta-optics and artificial intelligence in synergy. After providing an overview of AI and meta-optics, we categorize and discuss the recent developments integrated by these two topics, namely AI for meta-optics and meta-optics for AI. The former describes how to apply AI to the research of meta-optics for design, simulation, optical information analysis, and application. The latter reports the development of the optical Al system and computation via meta-optics. This review will also provide an in-depth discussion of the challenges of this interdisciplinary field and indicate future directions. We expect that this review will inspire researchers in these fields and benefit the next generation of intelligent optical device design.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.