ArticleACS central science2019
Ultranarrow-Band Wavelength-Selective Thermal Emission with Aperiodic Multilayered Metamaterials Designed by Bayesian Optimization.
Article in ACS central science, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 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
23 citing papers in PubMed.
- CoSP: Reconfigurable Metamaterial Inverse Design via Contrastive Pretrained Large Language Model.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Machine Learning-Driven Cooling Window Design Beyond Hyperbolic Metamaterials.Nanophotonics (Berlin, Germany) · 2026Article
- Bayesian Optimized High-Figure-of-Merit Broadband Directional Thermal Emitters.Nanophotonics (Berlin, Germany) · 2026Article
- Lithography-free subwavelength metacoatings for high thermal radiation background camouflage empowered by deep neural network.Nanophotonics (Berlin, Germany) · 2025Article
- Advancing genetic engineering with active learning: theory, implementations and potential opportunities.Briefings in bioinformatics · 2025Review
- A Metallic Glass-Based Dual-Band-Selective Emitter with Near-Perfect Absorption in Atmospheric Windows.ACS applied materials & interfaces · 2025Article
- Performance of uncertainty-based active learning for efficient approximation of black-box functions in materials science.Scientific reports · 2024Article
- Review on the Scientific and Technological Breakthroughs in Thermal Emission Engineering.ACS applied optical materials · 2024Review
- Machine Learning Aided Design and Optimization of Thermal Metamaterials.Chemical reviews · 2024Review
- General deep learning framework for emissivity engineering.Light, science & applications · 2023Article
- A Customized Bayesian Algorithm to Optimize Enzyme-Catalyzed Reactions.ACS sustainable chemistry & engineering · 2023Article
- Wide-angle deep ultraviolet antireflective multilayers via discrete-to-continuous optimization.Nanophotonics (Berlin, Germany) · 2023Article
- Machine Learning for Harnessing Thermal Energy: From Materials Discovery to System Optimization.ACS energy letters · 2022Article
- Optical emissivity dataset of multi-material heterogeneous designs generated with automated figure extraction.Scientific data · 2022Article
- Narrowband diffuse thermal emitter based on surface phonon polaritons.Nanophotonics (Berlin, Germany) · 2022Article
- Design of a Slab Tamm Plasmon Resonator Coupled to a Multistrip Array Waveguide for the Mid Infrared.Sensors (Basel, Switzerland) · 2022Article
- Designing a multilayer film via machine learning of scientific literature.Scientific reports · 2022Article
- Deterministic inverse design of Tamm plasmon thermal emitters with multi-resonant control.Nature materials · 2021Article
- Theoretical and Numerical Analysis of Active Switching for Narrow-Band Thermal Emission with Graphene Ribbon Metasurface.Sensors (Basel, Switzerland) · 2021Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We computationally designed an ultranarrow-band wavelength-selective thermal radiator via a materials informatics method alternating between Bayesian optimization and thermal electromagnetic field calculation. For a given target infrared wavelength, the optimal structure was efficiently identified from over 8 billion candidates of multilayers consisting of multiple components (Si, Ge, and SiO
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.