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National Occupational Estimates 2023

This dataset provides occupational staffing patterns and proportional estimates across sub-sectors tracked by the US Energy Employment Report (USEER), including Advanced Natural Gas, Bioenergy, CHP, Coal, Geothermal, Land-Based Wind, Low-Impact Hydro, Natural Gas, Nuclear, Oil, Of...

Wegner Guilfoyle, K. National Laboratory of the Rockies (NLR)

Apr 13, 2026
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Life Cycle Emissions Factors for Electricity Generation Technologies

This dataset consists of a table containing the distribution of literature estimates of greenhouse gas emissions for the following electricity generation and storage technologies: biopower, coal, concentrating solar power, geothermal, hydrogen storage, hydropower, lithium-ion batt...

Nicholson, S. and Heath, G. National Renewable Energy Laboratory

Aug 23, 2021
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Distributed Generation Market Demand (dGen) model

The Distributed Generation Market Demand (dGen) model simulates customer adoption of distributed energy resources (DERs) for residential, commercial, and industrial entities in the United States or other countries through 2050. The dGen model can be used for identifying the sector...

Stanley, T. et al National Renewable Energy Laboratory (NREL)

Oct 16, 2020
4 Resources
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Maximum demand charge rates for commercial and industrial electricity tariffs in the United States

NREL has assembled a list of U.S. retail electricity tariffs and their associated demand charge rates for the Commercial and Industrial sectors. The data was obtained from the Utility Rate Database. Keep the following information in mind when interpreting the data: (1) These data ...

McLaren, J. et al National Renewable Energy Laboratory

Sep 19, 2017
1 Resources
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DEPRECATED 2019 Distribution System Upgrade Unit Cost Database Current Version

REVISED 22 OCTOBER 2026. SEE UPDATE LINK BELOW or 2026 Distribution Asset and Cost Database for up-to-date data.IMPORTANT NOTE: This is the 2019 version of NREL's Distribution System Unit cost Database and is no longer considered the most up-to-date. Compared to the previous versi...

Horowitz, K. National Renewable Energy Laboratory

Jan 02, 2019
4 Resources
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Linearized Distribution Optimal Power Flow for OEDI SI

This research is to meant to demonstrate the OEDI SI use case for distributed optimal power flow (DOPF). The goal was to formulate the optimal power flow problem in the distribution system for active and reactive power setpoints of PV systems using topology information and voltage...

Sadnan, R. et al Pacific Northwest National Laboratory

Oct 03, 2023
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DEPRECATED. SEE UPDATE LINK BELOW. Distribution System Upgrade Unit Cost Database

REVISED 22 October 2026. SEE UPDATE LINK BELOW. This database contains unit cost information for different components that may be used to integrate distributed photovotaic D-PV systems onto distribution systems. Some of these upgrades and costs may also apply to integration of oth...

Horowitz, K. National Renewable Energy Laboratory

Nov 20, 2017
3 Resources
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SMART-DS Synthetic Electrical Network Data OpenDSS Models for SFO, GSO, and AUS

The SMART-DS datasets (Synthetic Models for Advanced, Realistic Testing: Distribution systems and Scenarios) are realistic large-scale U.S. electrical distribution models for testing advanced grid algorithms and technology analysis. This document provides a user guide for the data...

Palmintier, B. et al National Renewable Energy Laboratory (NREL)

Dec 18, 2020
5 Resources
1 Stars
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Microgrid Load and LCOE Modelling Results

These tools are designed to inform high level thinking around micro-grid load and tariff considerations in sub-Saharan Africa. There are two related tools in this dataset: 1. Microgrid REopt LCOE Results Explorer. The purpose of this tool is to display levelized cost of electri...

Li, X. et al National Renewable Energy Laboratory

Jan 04, 2018
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Data Associated with "Identifying Suitable Front Contacts for High-Efficiency Cd(Se,Te) Solar Cells on Space-Qualified Cover Glass"

This is data associated with the publication "Identifying Suitable Front Contacts for High-Efficiency Cd(Se,Te) Solar Cells on Space-Qualified Cover Glass" by Aesha P. Patel, Ryan Muzzio, Matthew R. Young, Robert Morrissey, Suresh Chaulagain, B. Edward Sartor, Prabodika N. Kaluara...

Patel, A. et al National Laboratory of the Rockies

May 28, 2026
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Error-Level-Controlled Synthetic Forecasts for Renewable Generation

Renewable energy resources, including solar and wind energy, play a significant role in sustainable energy systems. However, the inherent uncertainty and intermittency of renewable generation pose challenges to the safe and efficient operation of power systems. Recognizing the imp...

Zhang, X. et al National Renewable Energy Laboratory (NREL)

Jun 01, 2021
3 Resources
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Opportunities for Solar for Industrial Process Heat in the United States

Figure data for report on opportunities for solar technologies to provide industrial process heat in the United States (NREL/TP-6A20-77760).

McMillan, C. et al National Renewable Energy Laboratory

Dec 24, 2020
22 Resources
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Shallow Traps in Cd(Se,Te) Photovoltaic Absorbers Observed by Temperature-Dependent Time-Resolved Photoluminescence

Data provided for publication "Shallow traps in Cd(Se,Te) Photovoltaic absorbers observed by temperature-dependent time-resolved photoluminescence." Data includes temperature-dependent time-resolved photoluminescence decays measured for several Cd(Se,Te) uniform ternary absorbers,...

Sartor, E. National Laboratory of the Rockies

Oct 28, 2026
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Sample IEEE123 Bus system for OEDI SI

Time series load and PV data from an IEEE123 bus system. An example electrical system, named the OEDI SI feeder, is used to test the workflow in a co-simulation. The system used is the IEEE123 test system, which is a well studied test system (see link below to IEEE PES Test Feeder...

Elgindy, T. and Balasubramaniam, K. National Renewable Energy Laboratory

Sep 01, 2022
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Performance Analysis of a Stirling Engine Hybrid Power System

This project presents the performance analysis of a photovoltaic (PV)/Stirling battery system in terms of energy efficiency, economic feasibility, and environmental sustainability. The analysis includes the dynamic start-up and cooling phases of the system, and then compares its p...

Zabalaga, P. et al National Renewable Energy Laboratory

Dec 20, 2019
7 Resources
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High-Resolution Floating Solar PV Data

This dataset contains over two years of 1-minute resolution data collected from four floating solar sites, as well as data from a land-based PV system co-located with one of the floating sites. The dataset includes highly granular module temperature measurements five modules per f...

Matam, M. et al University of Central Florida Florida Solar Energy Center

Jul 01, 2022
20 Resources
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Municipal Franchise Agreements and Energy Objectives

This data set includes franchise agreement-related information from 3,538 municipalities nationwide including data on franchise length, fees, agreement language, and energy objectives.

Cook, J. and Grunwald, B. National Renewable Energy Laboratory

Dec 04, 2019
1 Resources
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Lahaina Energy Partnership

The Lahaina Energy Partnership project supported energy planning and rebuilding efforts in Hawaii's historic town of Lahaina on Maui. The project spanned three years, from 2024 to 2026, in response to wildfires in 2023 that damaged or destroyed more than two thousand structures an...

Sumner, J. et al National Laboratory of the Rockies (NLR)

Aug 24, 2026
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In progress

PVWatts Calculator

Interactive web application that allows homeowners, installers and manufacturers to easily develop estimates of the performance of potential PV installations at specific locations. The calculator estimates the electricity production and energy value of a grid-connected roof or gro...

Support, P. National Renewable Energy Laboratory

Nov 25, 2014
2 Resources
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Transparent Cost Database: Generation, BioFuels, Vehicle Levelized Costs

For emerging energy technologies, a variety of cost and performance numbers are cited in presentations and reports for present-day characteristics and potential improvements. Amid a variety of sources and methods for these data, the Office of Energy Efficiency and Renewable Energy...

Staff, T. and Laboratory, N. National Renewable Energy Laboratory

Nov 25, 2014
6 Resources
1 Stars
In curation

DEPRECATED Sharing the Sun Community Solar Project Data (December 2021)

This data set is no longer current – The most current data and all historical data sets can be found at https://data.nlr.gov/submissions/244 This database represents a list of community solar projects identified through various sources as of Dec 2021. The list has been revi...

Chan, G. et al National Renewable Energy Laboratory

Feb 09, 2022
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Solar Technology Acceleration Center (SolarTAC): Solar Resource & Meteorological Assessment Project (SOLRMAP)

Located in Colorado, near Denver International Airport, Solar Technology Acceleration Center (SolarTAC) is a private, member-based, 74-acre outdoor facility where the solar industry tests, validates, and demonstrates advanced solar technologies. SolarTAC was launched in 2008 by a ...

Andreas, A. and Wilcox, S. National Renewable Energy Laboratory

Jan 19, 2016
1 Resources
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Operational Water Consumption and Withdrawal Factors for Electricity Generating Technologies

This dataset provides estimates of operational water withdrawal and water consumption factors for electricity generating technologies in the United States. Estimates of water factors were collected from published primary literature and were not modified except for unit conversions...

Macknick, J. et al National Renewable Energy Laboratory

Nov 25, 2014
3 Resources
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Data for "Quantum Dot Emitters for Enhanced Cd(Se,Te) Photovoltaic Bifaciality"

Data for publication "Quantum dot emitters for enhanced Cd(Se,Te) photovoltaic bifaciality". Text files for current-density/voltage measurements (JV) are included. JV measurements are for a Cd(Se,Te) bifacial solar cell that is illuminated from the front and/or or the rear surface...

Sartor, E. and Reese, M. National Laboratory of the Rockies

Oct 21, 2026
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Solar PV Water Setbacks: Ordinances (2022) and Extrapolated Trends

This dataset represents solar energy setback requirements from bodies of water based on county ordinances as of April 2022. A setback requirement is a minimum distance from water that an energy project may be developed, and these varied widely across the counties in which they exi...

Geospatial Data Science, N. National Renewable Energy Laboratory (NREL)

Jan 01, 2024
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