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A Dataset of Cyber-Induced Mechanical Faults on Buildings with Network and Buildings Data

We have collected data of cyber-induced mechanical faults on buildings using a simulation platform. A DOE reference building model was used for running the simulation under a Rogue device attack and collected the network data as well as the physical buildings data to better unders...
Balamurugan, S. et al National Renewable Energy Laboratory
Jan 29, 2023
12 Resources
0 Stars
Publicly accessible

Airport Ground Support Equipment Analysis Data

This dataset includes the input and output data generated from the ground support equipment (GSE) analysis for the Athena ZEV (zero-emissions vehicles) project.
He, Y. et al National Renewable Energy Laboratory
Aug 12, 2025
11 Resources
0 Stars
Publicly accessible

Q1-2022 U.S. Solar Photovoltaic System and Energy Storage Cost Benchmarks With Minimum Sustainable Price Analysis Data File

Q1-2022 U.S. Solar Photovoltaic System and Energy Storage Cost Benchmarks With Minimum Sustainable Price Analysis Data File
Ramasamy, V. Integrated Applications Center
Nov 07, 2022
2 Resources
0 Stars
Publicly accessible

U.S. Solar Photovoltaic System Cost Benchmark Q1 2018

NREL has been modeling U.S. photovoltaic PV system costs since 2009. The U.S. Solar Photovoltaic System CostBenchmark Q1 2018 report benchmarks costs of U.S. solar PV for residential commercial and utility-scale systems built in the first quarter of 2018 Q1 2018. THE methodology i...
Fu, R. et al National Renewable Energy Laboratory
Mar 15, 2019
1 Resources
0 Stars
Publicly accessible

ResStock Communities Local Energy Action Program (Communities LEAP) Pilot Residential Housing Analysis

Data is associated with Report "ResStock Communities LEAP Pilot Residential Housing Analysis Detailed Methodology" by Lixi Liu, Jes Brossman, Yingli Lou technical report number NREL/TP-5500-88058. Results outline the potential impacts of the energy efficiency and electrification r...
Liu, L. et al National Renewable Energy Laboratory
Nov 28, 2023
11 Resources
0 Stars
Publicly accessible

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, D. et al National Renewable Energy Laboratory
Jan 26, 2021
1 Resources
0 Stars
Publicly accessible

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, V. and Feldman, D. National Renewable Energy Laboratory
Nov 08, 2021
2 Resources
0 Stars
Publicly accessible

NREL U.S. Solar Photovoltaic System Cost Benchmark Q1 2017 Report

Excel data file for the U.S. Solar Photovoltaic System Cost Benchmark Q1 2017 Report
Fu, R. et al National Renewable Energy Laboratory
Aug 23, 2017
1 Resources
0 Stars
Publicly accessible

NREL U.S. Solar Photovoltaic System Cost Benchmark Q1 2016 Report

Excel data file for the U.S. Solar Photovoltaic System Cost Benchmark Q1 2016 Report
Fu, R. et al National Renewable Energy Laboratory
Sep 16, 2016
1 Resources
0 Stars
Publicly accessible

ATP3 Unified Field Study Data

ATP3 Unified Field Study DataThe Algae Testbed Public-Private Partnership ATP3 was established with the goal of investigating open pond algae cultivation across different geographic climatic seasonal and operational conditions while setting the benchmark for quality data collectio...
Wolfrum, E. et al National Renewable Energy Laboratory
Oct 19, 2017
17 Resources
0 Stars
Publicly accessible

DEPRECATED: dGen (Distributed Generation Market Demand) Model Data: Alpha Release

DEPRECATED. DO NOT USE. See current version at https://dx.doi.org/10.7799/1812548. See active link below in the resources section. Open sourced data needed to run the basic alpha release version of the dGen model. Includes a pre-generated agent file of 100,000 agents in pickl...
Stanley, T. et al National Renewable Energy Laboratory
Apr 01, 2020
10 Resources
0 Stars
Publicly accessible

CloudCV 10-Second Sky Images and Irradiance Dataset

The CloudCV 10-Second Sky Image and Irradiance Dataset contains sky images and irradiance measurements recorded every 10 seconds during daylight hours for 90 days between September 5th to December 3rd, 2019. The dataset was collected at the National Renewable Energy Laboratory (NR...
Perr-Sauer, J. et al National Renewable Energy Laboratory
Oct 01, 2024
9 Resources
0 Stars
Publicly accessible

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.nlr.gov/submissions/77) this database has additional data points and has been modified for impr...
Horowitz, K. National Renewable Energy Laboratory
Jan 02, 2019
3 Resources
0 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

Planning for the Evolution of the Electric Grid with a Long-Run Marginal Emission Rate Data and Code

Data and code generated for the paper "Planning for the evolution of the electric grid with a long-run marginal emission rate," Pieter Gagnon and Wesley Cole, 2022.
Gagnon, P. and Cole, W. National Renewable Energy Laboratory
Feb 02, 2022
5 Resources
0 Stars
Publicly accessible

Uniformity, Performance, and Durability of Roll-to-Roll-Coated Iridium Oxide Electrolyzer Catalyst Layers

Data for "Uniformity, Performance, and Durability of Roll-to-Roll-Coated Iridium Oxide Electrolyzer Catalyst Layers.” This work investigates the use of roll-to-roll coating methods for the production of iridium oxide catalyst layers for proton exchange membrane water electrolyze...
Mauger, S. et al National Renewable Energy Laboratory
Nov 20, 2025
37 Resources
0 Stars
Publicly accessible

Sun Spot One (SS1): San Luis Valley, Colorado (Data)

A partnership with industry and U.S. Department of Energy's National Renewable Energy Laboratory (NREL) to collect solar data to support future solar power generation in the United States. The measurement station monitors global horizontal, direct normal, and diffuse horizontal i...
Stoffel, T. and Andreas, A. National Renewable Energy Laboratory
Dec 17, 2014
2 Resources
0 Stars
Publicly accessible

Caerbannog Point Clouds

The Caerbannog Point Clouds provide point-sampled 3D models occluded in clouds of points. We synthesized the 3D point clouds from polygonal models, point-sampling the models and surrounding them in a point cloud such that the shape of the model is occluded in any 2D projection. We...
Raghupathi, S. et al National Renewable Energy Laboratory
Dec 01, 2020
6 Resources
0 Stars
Publicly accessible

The Missing Correlation Between the Potential Rate Impacts of Rooftop Solar and the Timing of State Net Metering Policy Revisions

Data supporting the article “The Missing Correlation Between the Potential Rate Impacts of Rooftop Solar and the Timing of State Net Metering Policy Revisions” (https://www.nlr.gov/docs/fy25osti/93543.pdf).  Residential solar photovoltaic (PV) output in most states i...
O'Shaughnessy, E. and Zuboy, J. National Renewable Energy Laboratory
Aug 15, 2025
9 Resources
0 Stars
Publicly accessible

Rooftop Energy Potential of Low Income Communities in America REPLICA

The Rooftop Energy Potential of Low Income Communities in America REPLICA data set provides estimates of residential rooftop solar technical potential at the tract-level with emphasis on estimates for Low and Moderate Income LMI populations. In addition to technical potential REPL...
Mooney, M. and Sigrin, B. National Renewable Energy Laboratory
Apr 03, 2018
27 Resources
0 Stars
Publicly accessible

U.S. PV-Suitable Rooftop Resources

This dataset contains zipcode resolution estimates of suitable area on small (1,000-5,000 m^2), medium (5,000-10,000 m^2) and large (>10,000 m^2) buildings' rooftops for PV deployment.
Phillips, C. and Melius, J. National Renewable Energy Laboratory
Jun 10, 2016
7 Resources
0 Stars
Publicly accessible

Data for "Rapid monitoring of fermentations – a feasibility study on biological 2,3-butanediol production"

Raw data associated with the manuscript, "Rapid monitoring of fermentations – a feasibility study on biological 2,3-butanediol production"
Tillman, Z. et al National Renewable Energy Laboratory
Jul 18, 2025
7 Resources
0 Stars
Publicly accessible

Q1-2024 Solar Cost Benchmarks

Each year, the U.S. Department of Energy’s (DOE) Solar Energy Technologies Office (SETO) and its national laboratory partners develop cost benchmarks for U.S. solar photovoltaic (PV) systems. These benchmarks track progress toward reducing solar costs and guide R&D prioritie...
Basore, P. et al National Laboratory of the Rockies
Dec 10, 2025
1 Resources
0 Stars
Publicly accessible

Q1-2025 Solar Photovoltaic System Cost Benchmarks

The U.S. Department of Energy’s solar office and its national laboratory partners analyze cost data for U.S. solar photovoltaic systems to develop cost benchmarks to measure progress toward goals and guide research and development programs. The cost data is available in an Excel...
Basore, P. et al National Laboratory of the Rockies
Dec 22, 2025
7 Resources
1 Stars
Publicly accessible

Organic Photovoltaic (OPV) Database

A database of quantum mechanical calculations on organic photovoltaic candidate molecules. Related Publications: Peter C. St. John, Caleb Phillips, Travis W. Kemper, A. Nolan Wilson, Michael F. Crowley, Mark R. Nimlos, Ross E. Larsen. (2018) Message-passing neural networ...
St. John, P. National Renewable Energy Laboratory
Apr 10, 2024
8 Resources
0 Stars
Publicly accessible
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