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"delivered energy consumption"×

BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting

The BuildingsBench datasets consist of: Buildings-900K: A large-scale dataset of 900K buildings for pretraining models on the task of short-term load forecasting (STLF). Buildings-900K is statistically representative of the entire U.S. building stock. 7 real residential and com...
Emami, P. and Graf, P. National Renewable Energy Laboratory
Dec 31, 2018
6 Resources
1 Stars
Publicly accessible

End Use Load Profile (EULP) of US Building Sector resulting from mass GHP retrofits

This collection of datasets describes the change (difference) in hourly energy consumption of the U.S. residential and commercial building stock while replacing existing HVAC systems with ground source heat pumps for all the balancing areas in the US, for all buildings eligible fo...
Liu, X. et al Oak Ridge National Laboratory
Apr 15, 2023
2 Resources
0 Stars
Publicly accessible

Geothermal Life Cycle Calculator

This calculator is a handy tool for interested parties to estimate two key life cycle metrics, fossil energy consumption (Etot) and greenhouse gas emission (ghgtot) ratios, for geothermal electric power production. It is based solely on data developed by Argonne National Laborator...
Sullivan, J. Argonne National Laboratory
Mar 11, 2014
1 Resources
0 Stars
Publicly accessible

ORNL Air Handling Fault Test Data Yarnell Station Research House

ORNL test data for air handling faults. Data contains electrical measurements and power consumption measurements.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
5 Resources
0 Stars
In curation

ORNL Air Handling Fault Test Data FRP#2

ORNL test data for air handling faults. Data contains electrical measurements and power consumption measurements.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
4 Resources
0 Stars
In curation

Industrial Process Heat Demand Characterization

This data set is an expansion of the facility-level process heat survey conducted by McMillan et al. 2015 https//doi.org/10.2172/1334495. Using the same methodology annual facility combustion energy use was calculated from emissions data reported to U.S. Environmental Protection A...
McMillan and RuthNational Renewable Energy Laboratory
Jul 05, 2018
1 Resources
0 Stars
Publicly accessible

Control Strategies to Reduce the Energy Consumption of Central Domestic Hot Water Systems

Domestic hot water (DHW) is the second-largest energy end use in U.S. buildings; it is exceeded only by space conditioning. In this study, the U.S. Department of Energy's Building America research team Advanced Research Integrated Energy Solutions installed and tested two types o...
Dentz, J. et al The Levy Partnership, Inc Systems Building Research Alliance
Apr 27, 2016
3 Resources
0 Stars
Publicly accessible

ORNL NILMS Project Yarnell Station Research House

DOE funded research for NILMS and fault detection for small and medium commercial buildings. This contains notes, documentation, and data from testing at the Yarnell Station research house. The data can be used to study non-intrusive load monitoring approaches.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
3 Resources
0 Stars
In curation

Oak Ridge National Laboratory NILMS Project FRP #2

DOE funded research for NILMS and Fault Detection for small and medium commercial buildings. This contains notes, documentation, and data from Flexible Research Platform #2. This data can be used to study Non-intrusive Load Monitoring approaches. The data is 30 second sample p...
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 20, 2017
4 Resources
0 Stars
In curation

Water Use in Enhanced Geothermal Systems (EGS): Geology of U.S. Stimulation Projects, Water Costs, and Alternative Water Use Policies

According to the Energy Information Administration (EIA) of the U.S. Department of Energy (DOE), geothermal energy generation in the United States is projected to more than triple by 2040 (EIA 2013). This addition, which translates to more than 5 GW of generation capacity, is anti...
Harto, C. et al Argonne National Laboratory
Dec 16, 2014
13 Resources
0 Stars
Publicly accessible

Seismic Survey 2016 Data at Crescent Valley, Nevada

In September 2016, 989 vertical-component seismic instruments were deployed for 75 hours at the Crescent Valley greenfield geothermal play area in Nevada. Data were recorded 12/9/16 12/15/16. Data are stored in individual files in one-minute increments in SEGD formats. See the met...
Lord, N. et al University of Wisconsin Madison
Dec 04, 2023
6 Resources
0 Stars
Publicly accessible

Oak Ridge National Laboratory NILMS Project FRP No #1

DOE funded research for NILMS and Fault Detection for small and medium commercial buildings. This contains notes, documentation, and data from Flexible Research Platform #1. This data can be used to study Non-intrusive Load Monitoring approaches. The data is 30 second sample po...
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 20, 2017
4 Resources
0 Stars
In curation

ORNL Air Handling Fault Test Data FRP#1

ORNL test data for air handling faults. Data contains electrical measurements and power consumption measurements.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
5 Resources
0 Stars
In curation

Impact of uncoordinated plug-in electric vehicle charging on residential power demand supplementary data

This data set is provided in support of a forthcoming paper: "Impact of uncoordinated plug-in electric vehicle charging on residential power demand," [1]. These files include electricity demand profiles for 200 households randomly selected among the ones available in the 2009 R...
MuratoriNational Renewable Energy Laboratory
Jun 13, 2017
3 Resources
0 Stars
Publicly accessible

Statistics Canada Energy Data: 2005 2009

Statistics Canada collects and produces annual energy-related data for the country. These official statistics are published on the Statistics Canada website. The data includes: annual energy fuel consumption in the manufacturing sector, by fuel type and by subsectors (2005 2009); ...
Hallett, K. and Canada, S. National Renewable Energy Laboratory
Jul 29, 2014
2 Resources
0 Stars
In curation

Sustainable Federal Fleets

This data reveals trends in Federal agencies' alternative fuel vehicle acquisitions, petroleum-reduction efforts, and alternative fuel use. This data can help agencies analyze their fleets' performance in meeting Federal mandates.
Reichhardt, M. and (EERE), O. Office of Energy Efficiency & Renewable Energy
Nov 25, 2014
1 Resources
0 Stars
In curation

Analysis of Pre-Retrofit Building and Utility Data Southeast United States

TO4 9.1.2: Comm. Scale Military Housing Upgrades This project delves into the workflow and results of regression models on monthly and daily utility data (meter readings of electricity consumption), outlining a process for screening and gathering useful results from inverse model...
Beach, R. and Prahl, D. Ibacos Innovation
Apr 27, 2016
12 Resources
0 Stars
In curation

Industrial Facility Combustion Energy Use

Facility-level industrial combustion energy use is calculated from greenhouse gas emissions data reported by large emitters (>25,000 metric tons CO2e per year) under the U.S. EPA's Greenhouse Gas Reporting Program (GHGRP, https://www.epa.gov/ghgreporting). The calculation applies ...
McMillanNational Renewable Energy Laboratory
Jul 19, 2016
2 Resources
0 Stars
Publicly accessible

Reference Model 4 Cost Breakdown (RM4: Ocean Current Turbine)

Contains the Reference Model 4 (RM4) spreadsheets with the cost breakdown structure (CBS) for the levelized cost of energy (LCOE) calculations for a single RM4 device and multiple unit arrays. These spreadsheets are contained within an XLSX file and a spreadsheet editor such as Mi...
Neary, V. et al Sandia National Laboratories
Sep 30, 2014
2 Resources
0 Stars
Publicly accessible

Utah FORGE: Interferometric Synthetic Aperture Radar Data from 2023 and 2024

The dataset comprises Interferometric Synthetic Aperture Radar (InSAR) data from the TerraSAR-X and TanDEM-X satellite missions, covering the Utah FORGE site. This data includes interferometric pairs created using GMT-SAR processing software, chosen for their short orbital separat...
Batzli, S. and Feigl, K. University of Wisconsin Madison
Jul 17, 2024
10 Resources
0 Stars
Publicly accessible

Residential Energy Expenditures for Water Heating (2005)

Provides total and average household expenditures on energy for water heating in the United States in 2005. The data was collected as part of the Residential Energy Consumption Survey (RECS). RECS is a national survey that collects residential energy-related data. The survey col...
Hallett, K. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
3 Resources
0 Stars
In curation

Commercial and Residential Hourly Load Profiles for all TMY3 Locations in the United States

Note: This dataset has been superseded by the dataset found at "End-Use Load Profiles for the U.S. Building Stock" (submission 4520; linked in the submission resources), which is a comprehensive and validated representation of hourly load profiles in the U.S. commercial and reside...
Ong, S. and Clark, N. National Renewable Energy Laboratory
Nov 25, 2014
22 Resources
1 Stars
Publicly accessible

Energy Intensity Indicators in the U.S.: Electricity Sector (1949 2004)

Energy intensity data and documentation published by the U.S. DOE's office of Energy Efficiency and Renewable Energy (EERE). Energy intensity is defined as: amount of energy used in producing a given level of output or activity; expressed as energy per unit of output. This is the ...
Hallett, K. and (EERE), O. National Renewable Energy Laboratory
Nov 25, 2014
2 Resources
0 Stars
In curation

Energy Intensity Indicators in the U.S.: Commercial Buildings Sector (1949 2004)

Energy intensity data and documentation published by the U.S. DOE's office of Energy Efficiency and Renewable Energy (EERE). Energy intensity is defined as: amount of energy used in producing a given level of output or activity; expressed as energy per unit of output. This is the ...
Hallett, K. and (EERE), O. National Renewable Energy Laboratory
Nov 25, 2014
2 Resources
0 Stars
In curation

Metering Best Practices Applied in the National Renewable Energy Laboratory's Research Support Facility: A Primer to the 2011 Measured and Modeled Energy Consumption Datasets

Modern buildings are complex energy systems that must be controlled for energy efficiency. The Research Support Facility (RSF) at the National Renewable Energy Laboratory (NREL) has hundreds of controllers computers that communicate with the building's various control systems to...
Sheppy. . et al National Renewable Energy Laboratory
Mar 25, 2016
4 Resources
0 Stars
Publicly accessible
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