ArticleNanophotonics (Berlin, Germany)2023
Wide-angle deep ultraviolet antireflective multilayers via discrete-to-continuous optimization.
Article in Nanophotonics (Berlin, Germany), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 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
7 citing papers in PubMed.
- Machine Learning-Driven Cooling Window Design Beyond Hyperbolic Metamaterials.Nanophotonics (Berlin, Germany) · 2026Article
- Higher-order factorization machine for accurate surrogate modeling in material design.Scientific reports · 2025Article
- Visible transparency modulated cooling windows using pseudorandom dielectric multilayers.Nanophotonics (Berlin, Germany) · 2025Article
- W-band frequency selective digital metasurface using active learning-based binary optimization.Nanophotonics (Berlin, Germany) · 2025Article
- Inverse binary optimization of convolutional neural network in active learning efficiently designs nanophotonic structures.Scientific reports · 2025Article
- Ultrathin Ge-YFNanophotonics (Berlin, Germany) · 2024Article
- Quantum annealing-aided design of an ultrathin-metamaterial optical diode.Nano convergence · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
To date, various optimization algorithms have been used to design non-intuitive photonic structures with unconventional optical performance. Good training datasets facilitate the optimization process, particularly when an objective function has a non-convex shape containing multiple local optima in a continuous parametric space. Herein, we developed a discrete-to-continuous optimization algorithm and confirmed its validity by designing and fabricating deep-ultraviolet antireflective MgF
Indexed as
Identifiers
What OpenQuestion holds
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.