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    • Closed-loop Autonomous Materials Exploration and Optimization 1.0

    Metadata Updated: September 30, 2025

    Code and demonstration data for the paper, "On-the-fly closed-loop materials discovery via Bayesian active learning," Kusne, A.G., Yu, H., Wu, C. et al. Nat Commun 11, 5966 (2020). https://doi.org/10.1038/s41467-020 19597-w Code: Closed-loop autonomous materials exploration and optimization. This code is used to control an autonomous materials exploration and optimization platform. It guides subsequent experiments to learn about a material's phase map and target functional properties in a unified framework. Data: CAMEO code is demonstrated on Fe-Ga-Pd composition spread X-ray diffraction data.

    Access & Use Information

    Public: This dataset is intended for public access and use. License: See this page for license information.

    Downloads & Resources

    References

    https://doi.org/10.1038/s41467-020-19597-w

    Dates

    Metadata Created Date September 30, 2025
    Metadata Updated Date September 30, 2025
    Data Update Frequency irregular

    Metadata Source

    Harvested from Commerce Non Spatial Data.json Harvest Source

    Other Data Resources

    Additional Metadata

    Resource Type Dataset
    Metadata Created Date September 30, 2025
    Metadata Updated Date September 30, 2025
    Publisher National Institute of Standards and Technology
    Maintainer
    Identifier ark:/88434/mds2-2480
    Data First Published 2021-09-30
    Language en
    Data Last Modified 2020-08-20 00:00:00
    Category Information Technology:Data and informatics, Materials:Materials characterization, Mathematics and Statistics:Experiment design
    Public Access Level public
    Data Update Frequency irregular
    Bureau Code 006:55
    Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
    Schema Version https://project-open-data.cio.gov/v1.1/schema
    Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
    Harvest Object Id 4ad3597c-dfa2-4db2-ae43-f0d576bb4bd3
    Harvest Source Id bce99b55-29c1-47be-b214-b8e71e9180b1
    Harvest Source Title Commerce Non Spatial Data.json Harvest Source
    Homepage URL https://data.nist.gov/od/id/mds2-2480
    License https://www.nist.gov/open/license
    Program Code 006:045
    Related Documents https://doi.org/10.1038/s41467-020-19597-w
    Source Datajson Identifier True
    Source Hash c6cce7bf6d3e35c95f5ae58d585ede0e1d27efae8be66b1c07aab21448f62667
    Source Schema Version 1.1

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