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Modeled Electricity Demand Profiles for Electric Airport Ground Support Equipment in the United States

Electric airport ground support equipment (eGSE) hourly annual (8760) load datasets for the top 50 U.S. airports (by enplanements), as described in Liu et al. (2025).Please cite as:Liu, Bo, Kevin Robby, Jayaraj Rane, Adway Das, Kara Podkaminer, and Brennan Borlaug. 2025. Hourly Lo...
Liu, B. et al National Renewable Energy Laboratory
Jan 17, 2025
3 Resources
0 Stars
Publicly accessible

India Direct Normal & Global Horizontal Irradiance Solar Resources

GIS data for India's direct normal irradiance (DNI) and global horizontal irradiance. Provides 10-kilometer (km) solar resource maps and data for India. The 10-km hourly solar resource data were developed using weather satellite (METEOSAT) measurements incorporated into a site-...
Lopez, A. National Renewable Energy Laboratory
Apr 11, 2016
3 Resources
0 Stars
Publicly accessible

Thermal Cooling Water Datasets for Electric Sector Modeling

This spreadsheet contains data inputs associated with representations of water (i.e., use, supply, costs) for thermo-electric based production. Values in this spreadsheet have been used to support multiple transmission-related planning studies, using models such as Regional Energy...
Cohen, S. et al National Renewable Energy Laboratory
Sep 09, 2024
1 Resources
0 Stars
Publicly accessible

Pilgrim Hot Springs Building Dimensions and Energy Modeling

This dataset was created to model the anticipated heating load of a geothermal project in development for the historical site of Pilgrim Hot Springs, and adds to the history of geothermal studies at the site. Models include an historical building (Nun's Quarters), existing modern ...
Garber-Slaght, R. and Coakley, M. National Renewable Energy Laboratory (NREL)
Feb 28, 2024
2 Resources
0 Stars
Publicly accessible

Ridgelines: Department of Interior Definition

This dataset represents ridgelines as defined by the Department of Interior (DOI): "Areas within 660 feet of the top of the ridgeline, where a ridgeline has at least 150 feet of vertical elevation gain with a minimum average slope of 10 percent between the ridgeline and the base."...
Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)
Jan 01, 2024
3 Resources
0 Stars
Publicly accessible

Long-Run Marginal Emission Rates for Electricity Workbooks for 2023 Cambium Data

These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States' electric sector. A LRMER is an estimate of the rate of emissions that would be either induced or avoided by a change in electric demand, taking into account how ...
Gagnon, P. National Renewable Energy Laboratory
Feb 15, 2024
2 Resources
0 Stars
Publicly accessible

SplitSmart: An Open Dataset for Enabling Research in Energy-Efficient Ductless-Split Air Conditioner

SplitSmart provides a context-rich open dataset to facilitate research in energy efficient ductless-split cooling systems. The objective is to enable research advancements to make the ductless-split cooling systems (aka air conditioners) energy efficient and reduce the associated ...
Kaushik, K. and Naik, V. BITS Pilani Goa
Sep 21, 2023
13 Resources
0 Stars
Publicly accessible

United States Land-based Wind Supply Curves 2024

This data packet contains supply curves, hourly generation profiles, and a composite siting exclusion TIFF for land-based wind across the contiguous United States. The supply curves offer comprehensive metrics such as capacity (MW), generation (MWh), levelized cost of energy (LCOE...
Geospatial Data Science, N. National Renewable Energy Laboratory
Jan 01, 2025
12 Resources
0 Stars
Publicly accessible

Dataset on Bias Corrected Near-Surface Wind Speed Model

This dataset catalogs long-term high-resolution data sets characterizing hourly average variations of near-surface wind speed and atmospheric parameters in the Southwest U.S. This dataset demonstrates the potential for integrating improved near-surface wind data into CST and PV pl...
Emes, M. et al National Laboratory of the Rockies (NLR)
Jun 02, 2026
0 Resources
0 Stars
In progress

ARPA-E Grid Optimization (GO) Competition Challenge 3

Synthetic Input Data and Team Results for the GO Competition Challenge 3 for Events 1 4 and the Sandbox, along with problem and format descriptions and code to validate data and solutions, are available here. Data for industry scenarios will not be made public. The Grid Optimizat...
Elbert, S. et al Pacific Northwest National Laboratory
May 02, 2024
39 Resources
1 Stars
Publicly accessible

Peregrine HPC Energy Research

Complete power and performance metric data for 10,000 jobs randomly selected from two years of the Peregrine system’s operation (all jobs prior to October, 2015). Complete power and performance metric data for jobs run on the Peregrine system in April, 2015. Related Publica...
Phillips, C. National Renewable Energy Laboratory
Apr 10, 2024
2 Resources
0 Stars
Publicly accessible

Low-Income Communities Bonus Credit Program Layers (Update 2026)

These geospatial data resources and the linked mapping tool below reflect data available as of January 2026 on three categories of potentially qualifying Low-Income communities: Census tracts that meet the CDFI's New Market Tax Credit Program's threshold for Low Income, there...
Ferrall-Wolf, I. United States Department of Energy
Oct 10, 2023
5 Resources
0 Stars
Publicly accessible

Bias Corrected NOAA HRRR Wind Resource Data for Grid Integration Applications

To address the need for regularly updated wind resource data, NREL has processed the High-Resolution Rapid Refresh (HRRR) outputs for use in grid integration modeling. The HRRR is an hourly-updated operational forecast product produced by the National Oceanic and Atmospheric Admin...
Buster, G. et al National Renewable Energy Lab (NREL)
Oct 15, 2024
7 Resources
0 Stars
Publicly accessible

Data of PV panel attached on building

To use these files, please read the "Readme" file and the following items: There are seven files, six of which are ".xlsx" and the last one is ".m". 1. Code_building_2: This file contains the code base for data analysis, making and plotting mathematical models using Mathlab softwa...
Alvarez, L. University of Illinois
Oct 12, 2020
8 Resources
0 Stars
In progress

Evaluation of Early Performance Results for Massachusetts Homes in the National Grid Pilot Deep Energy Retrofit Program

In 2009, National Grid started a DER pilot program that offered technical support and financial incentives to qualified Massachusetts homeowners who planned and successfully completed a retrofit that incorporated the performance requirements and goals of the National Grid DER meas...
Neuhauser, K. and Gates, C. Building Science Corporation
Apr 27, 2016
29 Resources
0 Stars
Publicly accessible

Electrification Futures Study Demand-side Scenarios report figure data

The file includes the data for figures in the Electrification Futures Study demand-side scenarios report. Additional information on the data can be found in the report.
Mai, T. et al National Renewable Energy Laboratory
Jun 26, 2018
1 Resources
0 Stars
Publicly accessible

Land of Opportunity: Geothermal, Land-based Wind, and Solar PV Potential on Federal Lands

This data packet contains supply curves and a composite siting exclusion TIFF for geothermal, land-based wind, and solar PV across the contiguous United States with specific consideration on federal lands. The supply curves offer comprehensive metrics such as capacity (MW) for eac...
Geospatial, N. National Renewable Energy Laboratory
Jan 01, 2025
28 Resources
0 Stars
Publicly accessible

Event-correlated Outage Dataset in America

This dataset includes an aggregated and event-correlated analysis of power outages in the United States, synthesized by integrating three data sources: the Environment for the Analysis of Geo-Located Energy Information (EAGLE-I), the Electric Emergency Incident Disturbance Report ...
She, B. et al Pacific Northwest National Laboratory
Oct 01, 2024
8 Resources
0 Stars
Publicly accessible

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
3 Stars
Publicly accessible

United States County-Level Industrial Energy Use

Estimated industrial manufacturing agriculture construction and mining energy estimated by North American Industrial Classification System NAICS code county and fuel type for 2014. Additional disaggregation by end use e.g. machine drive process heating facility lighting is provide...
McMillan, C. and Narwade, V. National Renewable Energy Laboratory
Sep 27, 2018
7 Resources
0 Stars
Publicly accessible

Utility Rate Database (URDB)

The Utility Rate Database (URDB) provides rate structure information for over 3,700 U.S. utilities. Rates are checked and updated annually by the National Renewable Energy Laboratory (NREL). Each record indicates the date of the last update. The URDB allows you to search for your...
Zimny-Schmitt, D. and Huggins, J. National Renewable Energy Laboratory (NREL)
Jun 01, 2010
5 Resources
1 Stars
In curation

NREL Price Series Developed for the ARPA-E FLECCS Program

The price data for four regions (CAISO, ERCOT, MISO-W, and PJM-W) are developed using the ReEDS to PLEXOS conversion as described in (Gagnon et al. 2020). The reference ReEDS case chosen is based on the 2020 Standard Scenario Mid-case, which uses the 2020 ReEDS model version (Cole...
Cohen, S. and Durvasulu, V. National Renewable Energy Laboratory
Dec 23, 2021
2 Resources
0 Stars
Publicly accessible

Hawaii Meteorology, Energy, and Transmission (MET) Toolkit

The Hawaii Meteorology, Energy, and Transmission (MET) Toolkit is the National Laboratory of the Rockies' (NLR) high-fidelity atmospheric dataset purpose-built to support long-term power system planning and operations across the Hawaiian Islands. Serving as the successor to the le...
Bodini, N. National Laboratory of the Rockies (NLR)
May 11, 2026
4 Resources
0 Stars
Publicly accessible

Electrification Futures Study Supply-Side Scenarios Report Figure Data

The file includes the data for figures in the Electrification Futures Study Supply-Side Scenarios report. Additional information on the data can be found in the report: Murphy, Caitlin, Trieu Mai, Yinong Sun, Paige Jadun, Matteo Muratori, Brent Nelson, and Ryan Jones. 2021. Electr...
Murphy, C. et al Strategic Energy Analysis Center
Jan 20, 2021
1 Resources
0 Stars
Publicly accessible

Visualization Encoding Experiments for Power Systems Analysis

Through a human factors study, we evaluated the use of contour and glyph visualizations for two modern power systems models: an urban distribution model and a large-scale transmission model. This dataset provides model data and scripts for recreating the power flow data and visual...
Gruchalla, K. et al National Renewable Energy Laboratory
Oct 26, 2022
4 Resources
0 Stars
Publicly accessible
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