ArticleNature communications2024
Holographic multiplexing metasurface with twisted diffractive neural network.
Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
What it found
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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.
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Who cites it
27 citing papers in PubMed.
- Compact Snapshot Hyperspectral Imaging With Neural Dispersion-Engineered Metalens.Nanophotonics (Berlin, Germany) · 2026Article
- Parallel nonlinear neuromorphic computing with temporal encoding.Science advances · 2026Article
- Large-scale data-driven inverse EM design based on metacircuit-embedded surface.Nature communications · 2026Article
- Creation of a computational space with model-free metasurface neural network.Nature communications · 2026Article
- Printable grayscale nano-template for full-colour organic light-emitting diode near-eye displays with 3D achromatic metalenses.Nature communications · 2026Article
- Reversible optical data storage and encryption enabled by phase-change and hydrogel integration.Light, science & applications · 2026Article
- A decoupled phase engineering strategy for Si-GSST active metasurfaces.Scientific reports · 2026Article
- Differentiable library-based inverse design of achromatic metalens for full-color near-eye displays.Nature communications · 2026Article
- Spectropolarimetric Holographic Multiplexing Metasurface With Super-High Capacity Empowered by Mechanical Rotation.Nanophotonics (Berlin, Germany) · 2026Article
- Diffractive Optical Neural Networks: Pathways Toward Intelligent and Scalable Photonic Computing.Nanophotonics (Berlin, Germany) · 2026Review
- Time-programmable coloration via 3D metastructures for optical encryption.Light, science & applications · 2026Article
- GHz dynamic holographic VCSEL chip via current-addressed modes multiplexing.Nature communications · 2026Article
- Diffractive magic cube network with super-high capacity enabled by mechanical reconfiguration.Nature communications · 2026Article
- Independent Wavefront Multiplexing with Metasurfaces via Non-Injective Transformation.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Water-Wave Pancharatnam-Berry Phase Induced by 4D Spin-Orbit State Evolution.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Recent Advances and Applications of Holographic 3D Display.Research (Washington, D.C.) · 2026Review
- Deep-learning-based polarization-dependent switching metasurface in dual-band for optical communication.Nanophotonics (Berlin, Germany) · 2025Article
- High-capacity multiview display with large viewing angle via orbital angular momentum-encoded nanograting arrays.Nanophotonics (Berlin, Germany) · 2025Article
- High-Speed Design of Multiplexed Meta-Optics Enabled by Physics-Driven Self-Supervised Network.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Missing harmonic dynamics in generalized Snell's law: revealing full-channel characteristics of gradient metasurfaces.Light, science & applications · 2025Article
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As the cornerstone of AI generated content, data drives human-machine interaction and is essential for developing sophisticated deep learning agents. Nevertheless, the associated data storage poses a formidable challenge from conventional energy-intensive planar storage, high maintenance cost, and the susceptibility to electromagnetic interference. In this work, we introduce the concept of metasurface disk, meta-disk, to expand the capacity limits of optical holographic storage by leveraging uncorrelated structural twist. We develop a physical twisted neural network to describe the optical behavior of the meta-disk and conduct a comprehensive lateral error analysis, where the meta-disk stores large volumes of information through internal structural multiplexing. Two-layer 640 µm x 640 µm meta-disk is sufficient to store over hundreds of high-fidelity images with SSIM of 0.8. By harnessing advanced three-dimensional (3D) printing technology, optical holographic storage is experimentally demonstrated with Pancharatnam-Berry metasurfaces. Our technology provides essential backing for the next generation of optical storage, display, encryption, and multifunctional optical analog computing.
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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.