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Electrification Futures Study Load Profiles
This data set includes hourly load profiles developed for the Electrification Futures Study (EFS). The load profiles represent projected end-use electricity demand for various scenarios of electrification (Reference, Medium, High) and technology advancement (Slow, Moderate, Rapid)...
Mai. . et al National Renewable Energy Laboratory
Jan 14, 2020
9 Resources
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9 Resources
0 Stars
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2019 Distribution System Upgrade Unit Cost Database Current Version
IMPORTANT NOTE This is the current version of NREL's Distribution System Unit cost Database and should be considered the most up-to-date. Compared to the previous version https//data.nrel.gov/submissions/77 this database has additional data points and has been modified for improve...
HorowitzNational Renewable Energy Laboratory
Jan 02, 2019
3 Resources
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3 Resources
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Solar Permitting, Inspection, and Interconnection Cycletimes and Requirements
Sixteen small-to-large residential PV installers submitted project-level data for analysis, which included timestamps for major components of the permitting, inspection, and interconnection process as well as contract and installation dates. NREL calculated median timelines for th...
Cook. . et al National Renewable Energy Laboratory
Mar 31, 2021
2 Resources
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2 Resources
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DEPRECATED State Policies and Programs for Community Solar (2024 Q2 Update)
This data set is no longer current – The most current data and all historical data sets can be found at https://data.nrel.gov/submissions/249
The purpose of this dataset is to summarize current community solar policies and low-income stipulations by the state in the United St...
Xu. . et al National Renewable Energy Laboratory
Apr 03, 2024
1 Resources
0 Stars
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1 Resources
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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. Initial E...
Liu. . et al National Renewable Energy Laboratory
Jan 17, 2025
3 Resources
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3 Resources
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WEC-Sim Wave Energy Converter Simulator
WEC-Sim (Wave Energy Converter SIMulator) is an open-source wave energy converter (WEC) simulation tool.
The code is developed in MATLAB/SIMULINK using the multi-body dynamics solver SimMechanics. WEC-Sim has the ability to model devices that are comprised of rigid bodies, powe...
Lawson. . et al National Renewable Energy Laboratory
Mar 15, 2016
1 Resources
0 Stars
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1 Resources
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Electrification Futures Study Technology Report Figure Data
The file includes the data for figures in the Electrification Futures Study end-use electric technologies report. Additional information on the data can be found in the report.
Jadun. . et al National Renewable Energy Laboratory
Jul 16, 2018
1 Resources
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1 Resources
0 Stars
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Weather Data for Buildings Energy Simulations
This is weather data required for use in building energy simulations, including ResStock and OpenStudio-HPXML workflows.
MerketNational Renewable Energy Laboratory
Feb 18, 2020
23 Resources
0 Stars
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23 Resources
0 Stars
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DEPRECATED State Policies and Programs for Community Solar (2024 Q3 Update)
This data set is no longer current – The most current data and all historical data sets can be found at https://data.nrel.gov/submissions/249
The purpose of this dataset is to summarize current community solar policies and low-income stipulations by state in the United States...
Xu. . et al National Renewable Energy Laboratory
Jun 27, 2024
1 Resources
0 Stars
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1 Resources
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Grid Service Values of Generic Marginal Building Flexibility in Modeled 2030 U.S. Power Systems
The datasets include the capacity, energy, and ancillary service values of a marginal kilowatt-hour (kWh) of generic, daily, shiftable building flexibility as a presumed market entrant in the 2030 U.S. power systems. The results should be interpreted along with the caveats listed ...
Zhou. . et al National Renewable Energy Laboratory
Jan 12, 2021
36 Resources
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36 Resources
0 Stars
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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-...
LopezNational Renewable Energy Laboratory
Apr 11, 2016
3 Resources
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3 Resources
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Solar Futures Study Databook
The Solar Futures Study explores pathways for solar energy to drive deep decarbonization of the U.S. electric grid and considers how further electrification could decarbonize the broader energy system. This workbook contains data behind most figures in the U.S. Department of ...
MargolisNational Renewable Energy Laboratory
Oct 27, 2021
1 Resources
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1 Resources
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Renewable Electricity Futures Study Volume One
Renewable Electricity Futures Study Volume One. This is part of a series of four volumes describing exploring a high-penetration renewable electricity future for the United States of America. This data set is provides data for the entire volume one document and includes all data f...
Hand. . et al National Renewable Energy Laboratory
Jan 19, 2016
3 Resources
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3 Resources
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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. . et al National Renewable Energy Laboratory
Jun 26, 2018
1 Resources
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1 Resources
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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 ...
GagnonNational Renewable Energy Laboratory
Feb 15, 2024
2 Resources
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2 Resources
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Heavy-Duty Vehicle Activity for EPA MOVES
The U.S. Environmental Protection Agency’s (EPA’s) MOtor Vehicle Emission Simulator (MOVES) is a publicly available tool used by researchers and policymakers to help understand motor vehicle emission sources at a national, county, and project level. Estimates of heavy-duty act...
Zhang. . et al National Renewable Energy Laboratory
Jun 04, 2021
4 Resources
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4 Resources
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Deep Green Unannotated Protein Structures
The Deep Green list is based on the identification and curation of conserved unannotated proteins in three green lineage (Viridiplantae) model organisms; Arabidopsis thaliana, Chlamydomonas reinhardtii, and Setaria viridis. Preliminary characterization of Deep Green proteins and g...
Knoshaug. . et al National Renewable Energy Laboratory
Apr 20, 2023
4 Resources
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4 Resources
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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. Ele...
Murphy. . et al Strategic Energy Analysis Center
Jan 20, 2021
1 Resources
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1 Resources
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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...
PhillipsNational Renewable Energy Laboratory
Apr 10, 2024
2 Resources
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2 Resources
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U.S. Solar Photovoltaic BESS System Cost Benchmark Q1 2020 Report
NREL has been modeling U.S. solar photovoltaic (PV) system costs since 2009. This year, our report benchmarks costs of U.S. PV for residential, commercial, and utility-scale systems, with and without storage, built in the first quarter of 2020 (Q1 2020). The methodology includes b...
Feldman. . et al National Renewable Energy Laboratory
Jan 26, 2021
1 Resources
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1 Resources
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U.S. Solar Photovoltaic System and Energy Storage Cost Benchmarks: Q1 2021
NREL has been modeling U.S. solar photovoltaic (PV) system costs since 2009. This year, our report benchmarks costs of U.S. PV for residential, commercial, and utility-scale systems, with and without storage, built in the first quarter of 2021 (Q1 2021). The methodology includes b...
Ramasamy and FeldmanNational Renewable Energy Laboratory
Nov 08, 2021
2 Resources
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2 Resources
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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 and DurvasuluNational Renewable Energy Laboratory
Dec 23, 2021
2 Resources
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2 Resources
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NREL Biomethane GIS Data
This dataset contains information about the biomass resources generated by county in the United States. It includes the following feedstock categories: crop residues, forest residues, primary mill residues, secondary mill residues, and urban wood waste.
The estimates are based ...
MilbrandtNational Renewable Energy Laboratory
Apr 25, 2016
2 Resources
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2 Resources
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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. . et al National Renewable Energy Laboratory
Oct 26, 2022
4 Resources
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4 Resources
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NREL 25-cm2 High-Pressure Low-Temperature Electrolysis Cell Hardware (Open Source)
This data resource describes an open-source cell hardware that enables low temperature electrolysis (LTE) testing at elevated pressures. Existing commercial options have several downsides when it comes to R&D testing. They are often not designed for repeated reassembly, may no...
Wrubel. . et al National Renewable Energy Laboratory
Nov 14, 2023
2 Resources
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2 Resources
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