LBNL Fault Detection and Diagnostics Datasets
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.
Resources
5 resources available
-
LBNL FDD Website
HTML -
LBNL FDD Datasets
ZIP -
LBNL FDD Datasets Semantic Models Original.ttl
TTL -
LBNL FDD Datasets Semantic Models Updated.ttl
TTL -
Inventory of LBNL FDD Datasets.pdf
PDF
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Complete Metadata
| @type | dcat:Dataset |
|---|---|
| accessLevel | public |
| bureauCode |
[
"019:20"
]
|
| contactPoint |
{
"fn": "Jessica Granderson",
"@type": "vcard:Contact",
"hasEmail": "mailto:jgranderson@lbl.gov"
}
|
| dataQuality |
true
|
| description | 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. |
| distribution |
[
{
"@type": "dcat:Distribution",
"title": "LBNL FDD Website",
"format": "HTML",
"accessURL": "https://faultdetection.lbl.gov/",
"mediaType": "text/html",
"description": "Website for LBNL Fault Detection & Diagnostics providing more information and data resources. "
},
{
"@type": "dcat:Distribution",
"title": "LBNL FDD Datasets",
"format": "zip",
"accessURL": "https://fdddata.lbl.gov/data/Simulated_LBNL_FDD_Data_Sets_FCU/LBNL_FDD_Data_Sets_FCU.zip",
"mediaType": "application/zip",
"description": "Fan coil units (FCU) are a common type of terminal equipment used to condition zones in commercial buildings. This is a zip file of the CSV files that containing all the time-series measurements for 15 faults at different severity levels and 1 fault-free case. The simulated data set was created using HVACSIM+ developed by the US National Institute of Standards and Technology. "
},
{
"@type": "dcat:Distribution",
"title": "LBNL FDD Datasets Semantic Models Original.ttl",
"format": "ttl",
"mediaType": "application/octet-stream",
"description": "A .ttl file to present the semantic models of the "LBNL FDD Data Sets_FCU.ttl" according to BRICK schema. The file includes a full model schematic for the FDD benchmark and can be viewed by dragging and dropping the file in a browser. This file has been replaced by the "LBNL FDD Datasets Semantic Models" resource below. ",
"downloadURL": "https://data.openei.org/files/5763/LBNL_FDD_Data_Sets_FCU.ttl"
},
{
"@type": "dcat:Distribution",
"title": "LBNL FDD Datasets Semantic Models Updated.ttl",
"format": "ttl",
"mediaType": "application/octet-stream",
"description": "An updated .ttl file to present the semantic models of the "LBNL FDD Data Sets_FCU.ttl" according to BRICK schema. Updates in this file include the addition of the previously missing “a brick” Brick Schema association relationships that map custom data point names to standardized Brick Schema data point names and the previously missing custom data point names.
",
"downloadURL": "https://data.openei.org/files/5763/LBNL_FDD_Data_Sets_FCU_ttl.ttl"
},
{
"@type": "dcat:Distribution",
"title": "Inventory of LBNL FDD Datasets.pdf",
"format": "pdf",
"mediaType": "application/pdf",
"description": "This document provides an inventory and associated documentation of "LBNL FDD Data Sets_FCU.pdf". This document includes building and system information which includes system type and control sequence information. The document also includes a summary of benchmark data points and fault/fault-free building scenarios. ",
"downloadURL": "https://data.openei.org/files/5763/Inventory%20of%20LBNL%20FDD%20Data%20Sets_FCU.pdf"
}
]
|
| DOI | 10.25984/1881324 |
| identifier | https://data.openei.org/submissions/5763 |
| issued | 2022-08-01T06:00:00Z |
| keyword |
[
"AC",
"AHU",
"Algorithm testing",
"Boiler plant",
"Brick Schema",
"Chiller plant",
"Commercial Buildings",
"Fan coil",
"Fault Detection and Diagnostics",
"HVAC",
"Performance evaluation",
"RTU",
"VAV box",
"air handler unit",
"benchmark",
"building",
"building efficiency",
"building energy",
"building energy efficiency",
"cooling",
"detection",
"diagnostics",
"energy efficiency",
"fault detection",
"heating",
"heating and cooling"
]
|
| landingPage | https://data.openei.org/submissions/5763 |
| license | https://creativecommons.org/licenses/by/4.0/ |
| modified | 2024-02-12T19:45:51Z |
| programCode |
[
"019:000",
"019:002"
]
|
| projectNumber | FY22 AOP 3.2.6.1. |
| projectTitle | Fault Detection and Diagnostics: Test Datasets and Prioritization Methods |
| publisher |
{
"name": "Lawrence Berkeley National Laboratory",
"@type": "org:Organization"
}
|
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|
| title | LBNL Fault Detection and Diagnostics Datasets |
