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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/equip...

Granderson, J. et al Lawrence Berkeley National Laboratory

Aug 01, 2022
5 Resources
0 Stars
Publicly accessible

Data Sets for Evaluation of Building Fault Detection and Diagnostics Algorithms

This documentation and dataset can be used to test the performance of automated fault detection and diagnostics algorithms for buildings. The dataset was created by LBNL, PNNL, NREL, ORNL and ASHRAE RP-1312 (Drexel University). It includes data for air-handling units and rooftop u...

Lin, G. and Mitchell, R. Lawrence Berkeley National Laboratory

Feb 26, 2019
2 Resources
0 Stars
Publicly accessible

Long-term data on 3 office Air Handling Units

Includes data on indoor/outdoor environmental conditions, supply/make up air conditions, and VAV box operations, at 1 minutes time resolution from 2014-2015. Raw data in the ZIP file are in CSV format.

Langevin, J. Lawrence Berkeley National Laboratory

Jul 21, 2015
1 Resources
0 Stars
In curation

Mechanical Ventilation and Indoor Air Quality in Recently Constructed U.S. Homes in Marine and Cold-Dry Climates Data from Building America Project

Data were collected to characterize whole-house mechanical ventilation (WHMV) and indoor air quality (IAQ) in 55 homes in the Marine climate of Oregon and Cold-Dry climate of Colorado in the U.S. Sixteen homes were monitored for two weeks, with and without WHMV operating. Ventilat...

Zhao, H. et al Lawrence Berkeley National Laboratory

Mar 22, 2023
2 Resources
0 Stars
Publicly accessible

Demand-Side Grid (dsgrid) Highly-resolved, Long-term Energy Demand Projections for the Contiguous United States: DECARB Scenarios

Input and compiled datasets describing projected energy use by sector and for the power sector as a whole. Data are developed by a multi-national lab team as part of the U.S. Department of Energy (DOE) Energy Efficiency and Renewable Energy (EERE) Office's DECARB project.

Hale, E. et al National Renewable Energy Laboratory

Jul 01, 2024
2 Resources
0 Stars
In progress

AlphaBuilding Synthetic Buildings Operation Dataset

This is a synthetic building operation dataset which includes HVAC, lighting, miscellaneous electric loads (MELs) system operating conditions, occupant counts, environmental parameters, end-use and whole-building energy consumptions at 10-minute intervals. The data is created with...

Li, H. et al Lawrence Berkeley National Laboratory

Dec 21, 2020
5 Resources
0 Stars
Publicly accessible

Long-term occupancy data for residential and commercial building

Includes information about occupancy status (1 occupied; 0 unoccupied) of three rooms in a residential home and six commercial offices. The residential and commercial occupancy data files cover one month with at least a fifteen minute measurement time interval. Raw data are in C...

Dong, B. Lawrence Berkeley National Laboratory

Jul 24, 2015
2 Resources
0 Stars
In curation

1D Heat Loss Models Validation Experiment

Contains data from the model validation in the 1D Heat Loss Models to Predict the Aquifer Temperature Profile during Hot/Cold Water Injection Project. The data include two COMSOL models (2D axisymmetric benchmark model and 2D Vinsome model), one python code (1D Vinsome based FEM n...

Chen, K. et al UC Berkeley

Jan 18, 2022
8 Resources
0 Stars
Publicly accessible

Long-term electricity and gas consumption for LBNL Building 74

15 minute electricity and 5 minute natural gas consumption data for Building 74 on the Lawrence Berkeley National Lab campus.

Langevin, J. Lawrence Berkeley National Laboratory

Jul 20, 2015
2 Resources
1 Stars
In curation

DOE User Facilities and RD Equipment

This dataset contains information about hundreds of designated user-facilities and R&D equipment funded by the U.S. Department of Energy and accessible to the private sector. These facilities reside at DOE's

Honey, K. and (DOE), U. National Renewable Energy Laboratory

Nov 25, 2014
1 Resources
0 Stars
In curation

One year occupant behavior/environment data for medium U.S. office

One year of longitudinal data (fifteen minute interval) on local thermal conditions, related behaviors, and comfort of twenty-four occupants of a medium-sized office building in Philadelphia, PA. Please cite: Langevin, J., Gurian, P.L., and Wen, J. (2015). Tracking the human...

Langevin, J. Lawrence Berkeley National Laboratory

Jul 20, 2015
2 Resources
0 Stars
In curation

End-Use Load Profiles for the U.S. Building Stock

The United States is embarking on an ambitious transition to a 100% clean energy economy by 2050, which will require improving the flexibility of electric grids. One way to achieve grid flexibility is to shed or shift demand to align with changing grid needs. To facilitate this, i...

Wilson, E. et al National Renewable Energy Laboratory (NREL)

Oct 14, 2021
8 Resources
1 Stars
Publicly accessible

Sacramento Deep Energy Retrofit (DER) Home Study

This project was part of the Sacramento Municipal Utility District (SMUD) Deep Energy Retrofit (DER) Project which included several other homes in addition to the the subject of this study. Some of the reports and presentations included in this dataset cover the whole DER project....

Keesee, M. Sacramento Municipal Utility District

Aug 10, 2016
8 Resources
0 Stars
Publicly accessible

Simulated Load Profiles for DOE Commercial Reference Buildings (17 Years Using NSRDB Data)

This data set consists of simulated load profiles (1998-2014, 30 minute profile) for commercial customers using the Pacific Northwest National Laboratory residential prototype building models and the US Department of Energy's (DOE) commercial reference building models made for Ene...

Darghouth, N. Lawrence Berkeley National Laboratory

Sep 16, 2016
15 Resources
0 Stars
In curation

Commercial Reference Building: Midrise Apartment

Commercial reference buildings provide complete descriptions for whole building energy analysis using EnergyPlus (see "About EnergyPlus" resource link) simulation software. Included here is data pertaining to the reference building type "Midrise Apartment" for each of the 16 clima...

Deru, M. et al National Renewable Energy Laboratory

Nov 25, 2014
7 Resources
0 Stars
In curation

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LBNL Fault Detection and Diagnostics Datasets

Data Sets for Evaluation of Building Fault Detection and Diagnostics Algorithms

Long-term data on 3 office Air Handling Units

Mechanical Ventilation and Indoor Air Quality in Recently Constructed U.S. Homes in Marine and Cold-Dry Climates Data from Building America Project

Demand-Side Grid (dsgrid) Highly-resolved, Long-term Energy Demand Projections for the Contiguous United States: DECARB Scenarios

AlphaBuilding Synthetic Buildings Operation Dataset

Long-term occupancy data for residential and commercial building

1D Heat Loss Models Validation Experiment

Long-term electricity and gas consumption for LBNL Building 74

DOE User Facilities and RD Equipment

One year occupant behavior/environment data for medium U.S. office

End-Use Load Profiles for the U.S. Building Stock

Sacramento Deep Energy Retrofit (DER) Home Study

Simulated Load Profiles for DOE Commercial Reference Buildings (17 Years Using NSRDB Data)

Commercial Reference Building: Midrise Apartment

Commercial Reference Building: Primary School

Commercial Reference Building: Quick Service Restaurant

Commercial Reference Building: Secondary School

Commercial Reference Building: Small Hotel

Commercial Reference Building: Small Office

Commercial Reference Building: Strip Mall

Commercial Reference Building: Supermarket

Commercial Reference Building: Warehouse

Commercial Reference Building: Full Service Restaurant

Commercial Reference Building: Hospital