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    • LBNL Fault Detection and Diagnostics Datasets

    Metadata Updated: February 13, 2024

    These datasets can be used to evaluate and benchmark the performance accuracy of Fault Detection and Diagnostics (FDD) algorithms or tools. It contains operational data from simulation, laboratory experiments, and field measurements from real buildings for seven HVAC systems/equipment (rooftop unit, single-duct air handler unit, dual-duct air handler unit, variable air volume box, fan coil unit, chiller plant, and boiler plant). Each dataset includes a .pdf file to document key information necessary to understand the content and scope, multiple csv files containing all the time-series data for faults at different severity levels and one fault-free case, and a ttl file to visualize the data according to BRICK schema. The dataset was created by LBNL, PNNL, NREL, ORNL and Drexel University.

    Access & Use Information

    Public: This dataset is intended for public access and use. License: Creative Commons Attribution

    Downloads & Resources

    Dates

    Metadata Created Date August 15, 2022
    Metadata Updated Date February 13, 2024

    Metadata Source

    Harvested from OpenEI data.json

    Other Data Resources

    Additional Metadata

    Resource Type Dataset
    Metadata Created Date August 15, 2022
    Metadata Updated Date February 13, 2024
    Publisher Lawrence Berkeley National Laboratory
    Maintainer
    Doi 10.25984/1881324
    Identifier https://data.openei.org/submissions/5763
    Data First Published 2022-08-01T06:00:00Z
    Data Last Modified 2024-02-12T19:45:51Z
    Public Access Level public
    Bureau Code 019:20
    Metadata Context https://openei.org/data.json
    Metadata Catalog ID https://openei.org/data.json
    Schema Version https://project-open-data.cio.gov/v1.1/schema
    Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
    Data Quality True
    Harvest Object Id 571cd9a0-83d2-41ab-bb17-b9d5f277b6c1
    Harvest Source Id 7cbf9085-0290-4e9f-bec1-91653baeddfd
    Harvest Source Title OpenEI data.json
    Homepage URL https://data.openei.org/submissions/5763
    License https://creativecommons.org/licenses/by/4.0/
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    Program Code 019:002, 019:000
    Projectnumber FY22 AOP 3.2.6.1.
    Projecttitle Fault Detection and Diagnostics: Test Datasets and Prioritization Methods
    Source Datajson Identifier True
    Source Hash 5f1344a6ffbf4274b166c68c1ad8922469d36a46cf49ba6ea30eea4f8751ffcb
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