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Wind and Structural Loads on Parabolic Trough Solar Collectors at Nevada Solar One

Wind loading is a main contributor to structural design costs of Concentrating Solar Power (CSP) collectors, such as heliostats and parabolic troughs. These structures must resist the mechanical forces generated by turbulent wind. At the same time, the reflector surfaces must exhi...
Egerer, U. et al National Renewable Energy Laboratory (NREL)
Oct 01, 2021
4 Resources
0 Stars
Publicly accessible

U.S. High-Voltage Transmission Siting Regulation and Zoning Ordinances (2026)

This collection includes documented state and local ordinances governing high-voltage transmission lines across the United States. The data were compiled using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool, which leverages Lar...
Castelao, G. et al National Laboratory of the Rockies
Sep 29, 2026
5 Resources
0 Stars
Publicly accessible

Innovative Technologies to Overcome Interface Challenges for Wall Retrofit Systems

In this project, we will develop a system of computer-assisted, automated workflows to specify, manufacture, and install panelized retrofit systems, focusing particularly on panel joints and interface detailing between the panels and facade openings. The proposed system will subst...
Harris, C. et al National Renewable Energy Laboratory (NREL)
Dec 13, 2021
3 Resources
0 Stars
Publicly accessible

U.S. Solar Siting Regulation and Zoning Ordinances (2022)

A machine readable collection of documented solar siting ordinances at the state and local (e.g., county, township) level throughout the United States. The data were compiled based on a locality-by-locality review zoning ordinances after completing an initial review of scholarly l...
Lopez, A. et al National Renewable Energy Laboratory
Jun 30, 2022
4 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

2024 County-Level Hourly Renewable Capacity Factor Dataset for the ReEDS Model

This dataset contains hourly capacity factors for each renewable resource class and region (in this case, county). Technologies like large-scale utility PV (UPV), onshore (land-based) wind, offshore wind, and concentrating solar power (CSP) are included. Hourly profiles are provid...
Sergi, B. et al National Renewable Energy Laboratory (NREL)
Mar 25, 2025
9 Resources
0 Stars
Publicly accessible

The Foundational Industry Energy Dataset: Unit-level Characterization and Derived Energy Estimates for Industrial Facilities in 2017

The Foundational Industry Energy Dataset (FIED) addresses several of the areas of growing disconnect between the demands of industrial energy analysis and the state of industrial energy data by providing unit-level characterization by facility. Each facility is identified by a uni...
McMillan, C. et al National Renewable Energy Laboratory (NREL)
Jul 01, 2024
4 Resources
0 Stars
Publicly accessible

WaterTAP-REFLO Simulations of Solar Energy Integrated Desalination Systems for KBHDP and Permian Basin Case Studies

This submission includes model simulations for several solar-integrated desalination water treatment systems. The simulations revolve around two different case studies: Kay Bailey Hutchinson Desalination Plant (KBHDP) and Permian Basin Produced Water (Permian) There is one folder...
Sitterley, K. et al National Renewable Energy Laboratory
Aug 01, 2025
5 Resources
0 Stars
Publicly accessible

The Urban Energy-Water Nexus: Utility-Level Water Flows and Embedded Energy

There are limited open source data available for determining water production/treatment and required energy for cities across the United States. This database represents the culmination of a two-year effort to obtain data from cities across the United States via open records reque...
Chini, C. and Stillwell, A. University of Illinois at Urbana-Champaign
Feb 20, 2018
114 Resources
0 Stars
Publicly accessible

ARPA-E Grid Optimization (GO) Competition Challenge 1

The ARPA-E Grid Optimization (GO) Competition Challenge 1, from 2018 to 2019, focused on the basic Security Constrained AC Optimal Power Flow problem (SCOPF) for a single time period. The Challenge utilized sets of unique datasets generated by the ARPA-E GRID DATA program. Each da...
Elbert, S. et al Pacific Northwest National Laboratory
Aug 05, 2024
29 Resources
0 Stars
Publicly accessible

U.S. Wind and Solar PV Supply Curves with Future Land-use Change

This dataset provides future supply curves representing the total resource potential for land-based wind and solar photovoltaic (PV) deployment in the conterminous United States after accounting for the impact of land-use and land-cover change (LULC). We use LULC projections from ...
Sergi, B. et al National Renewable Energy Laboratory (NREL)
Jan 10, 2024
4 Resources
0 Stars
Publicly accessible

2024 Standard Scenarios: A U.S. Electricity Sector Outlook

This data corresponds to the 2024 Standard Scenarios report, which contains a suite of forward-looking scenarios of the possible evolution of the U.S. electricity sector through 2050. These files contain modeled projections of the future. Although we strive to capture relevant p...
Gagnon, P. et al National Renewable Energy Laboratory (NREL)
Dec 30, 2024
7 Resources
0 Stars
Publicly accessible

Multiple Scalar Mixing

This dataset contains high-fidelity numerical simulation data of three-component passive scalar mixing in statistically isotropic turbulence. This dataset is designed to study the fundamental physics governing industrial combustion systems. The temporal evolution of the mixture is...
Yellapantula, S. et al National Renewable Energy Laboratory (NREL)
Sep 03, 2026
0 Resources
0 Stars
In progress

PNNL Distribution System State Estimator Docker Image

This is the docker image for Pacific Northwest National Laboratory's (PNNL) distribution system state estimator (DSSE) used for the demo of OEDI-SI platform. To support the operation of modern distribution systems, operators require real-time visibility into system states. Due to ...
Bhatti, B. et al Pacific Northwest National Laboratory
Jul 10, 2023
6 Resources
2 Stars
Publicly accessible

Global CFDDA-based Onshore and Offshore Wind Potential Supply Curves by Country, Class, and Depth

This dataset contains global onshore and offshore wind supply curves based on a resource assessment performed at the National Renewable Energy Laboratory (NREL) based on the National Center for Atmospheric Research's (NCAR) Climate Four Dimensional Data Assimilation (CFDDA) mesosc...
Sullivan, P. et al National Renewable Energy Laboratory
Nov 25, 2014
2 Resources
1 Stars
Publicly accessible

U.S. Great Lakes Offshore Windspeed 90m Height High Resolution

The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible

U.S. Hawaii Offshore Windspeed 90m Height High Resolution

The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible

U.S. Pacific Coast Offshore Windspeed 90m Height High Resolution

The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible

U.S. Gulf of Mexico Coast Offshore Windspeed 90m Height High Resolution

The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible

U.S. Atlantic Coast Offshore Windspeed 90m Height High Resolution

The data here provide an estimate of annual average wind speed at 90 meter height above surface for specific offshore regions of the United States. This dataset is a geographic shapefile generated from the original raster data. The original raster data resolution is a 200-meter ce...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
5 Resources
0 Stars
Publicly accessible

National Climate Database (NCDB)

The National Climate Database (NCDB) is a high resolution, bias-corrected climate dataset consisting of the three most widely used variables of solar radiation global horizontal (GHI), direct normal (DNI), and diffuse horizontal irradiance (DHI) as well as other meteorological dat...
Yang, J. et al National Renewable Energy Laboratory (NREL)
Sep 30, 2024
5 Resources
0 Stars
Publicly accessible

NREL GIS data: Bhutan Wind Power Density at 50m Above Ground Level

GIS data for Bhutan's Wind Power Density at 50m Above Ground Level. NREL developed estimates of Bhutans wind resources at a spatial resolution of 1 km^2 using NREL's Wind Resource Assessment and Mapping System (WRAMS). Wind turbine output at a given site can be predicted using win...
Heimiller, D. et al National Renewable Energy Laboratory
Nov 25, 2014
3 Resources
0 Stars
Publicly accessible

Bias Corrected Near-Surface Wind Data for Solar Field Siting

This dataset catalogs a long-term high-resolution data set characterizing the near-surface hourly wind speed variations at two solar sites in the Southwest U.S. This dataset demonstrates the potential for integrating improved near-surface wind data into CST and PV planning tools f...
Emes, M. et al National Laboratory of the Rockies (NLR)
Jun 12, 2026
2 Resources
0 Stars
Publicly accessible

Maximum Demand Charge Rates for Residential, Commercial and Industrial Electricity Tariffs in the United States

National Laboratory of the Rockies (NLR) has assembled a list of U.S. retail electricity tariffs and their associated demand charge rates for the Residential, Commercial and Industrial sectors. The data was obtained from the Utility Rate Database (URDB). Keep the following informa...
McLaren, J. et al National Laboratory of the Rockies (NLR)
May 04, 2026
4 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
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