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2025 Annual Technology Baseline (ATB) Cost and Performance Data for Electricity Generation Technologies

These data provide the 2025 update of the Electricity Annual Technology Baseline (ATB). Starting in 2015 NREL has presented the ATB, consisting of detailed cost and performance data, both current and projected, for electricity generation and storage technologies. The ATB products ...
Mirletz, B. et al National Laboratory of the Rockies (NLR)
Aug 26, 2026
11 Resources
0 Stars
Publicly accessible

Multi-Application Digital Elevation Surface Model (MADES) Sample Release

The dataset represents a sample of digital surface models (DSM) tiles representing orthometric surface heights on the Earth. The dataset includes a small sample of DSM tiles (50) as a pre-release. The data is a derivative of USGS Lidar data collected mostly over the last decade. T...
Ramavajjala, C. et al National Laboratory of the Rockies (NLR)
Jun 28, 2024
1 Resources
0 Stars
Awaiting curation

Wind and Structural Loads on Heliostats

Wind loading is a main contributor to structural design costs of Concentrating Solar Power (CSP) collectors, such as heliostats. These structures must resist the mechanical forces generated by turbulent wind. At the same time, the reflector surfaces must exhibit the necessary rigi...
Egerer, U. et al National Laboratory of the Rockies (NLR)
Dec 24, 2025
4 Resources
0 Stars
Publicly accessible

U.S. Solar Siting Regulation and Zoning Ordinances (2025)

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 using the Infrastructure Continuous Ordinance Mapping for Planning and Siting Systems (INFRA-COMPASS) tool...
Castelão, G. et al National Laboratory of the Rockies (NLR)
Dec 30, 2025
5 Resources
1 Stars
Publicly accessible

Impacts of COVID-19 on Residential Solar Permitting Jurisdiction Survey Responses

This is the cleaned dataset of jurisdiction survey responses associated with the NLR report Residential Solar Adoption Timelines and Impacts from the COVID-19 Pandemic (published September 2022). NLR conducted this survey of jurisdictions in August and September 2021, asking about...
Cruce, J. et al National Laboratory of the Rockies
Aug 19, 2026
1 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

NLR Hydrothermal Hurdle Model for the Western United States

The training datasets used for training the hurdle model are attached. Positives represent operational hydrothermal plants and Negatives represents the 0 MW sites derived from USGS residual heat flow The first stage is a gradient-boosted classifier, calibrated with sigmoid, estim...
Ramavajjala, C. and Trainor-Guitton, W. National Laboratories of the Rockies (NLR)
Dec 01, 2026
3 Resources
0 Stars
In progress

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

PV Module Standoff and T98 Safety Maps for the United States (IEC 61730, 70 & 80 Celsius)

This dataset provides high-resolution maps of modeled photovoltaic (PV) module standoff distance and associated thermal conditions across the United States for two thermal design scenarios (T98 = 70 degrees C and 80 degrees C), representing distinct module temperature limits used ...
Springer, M. et al National Laboratory of the Rockies (NLR)
Apr 13, 2026
3 Resources
0 Stars
Publicly accessible

Sharing the Sun Community Solar Project Data

This database represents a list of community solar projects, complete and pending, identified through various sources. The dataset is updated multiple times per year. The current version is the first file located below. Previous versions of the dataset are available by clicking on...
Kannan, S. et al National Laboratory of the Rockies
Aug 30, 2024
3 Resources
0 Stars
Publicly accessible

WIND-Bench: A Benchmark Dataset for In-Situ Near-Surface Wind Speed Across the Conterminous United States

Accurate wind forecasts are essential for operational decision-making and public safety, yet forecasts tend to miss near-surface high wind speeds in complex terrain. In response, recent advances in machine learning (ML) weather prediction methods have demonstrated the ability to i...
Bazlen, K. et al National Laboratory of the Rockies (NLR)
Jul 16, 2026
5 Resources
0 Stars
Publicly accessible

U.S. Electric Utility Companies and Rates: Look-up by Zip Code (2025)

This dataset, compiled by NLR using data from ABB, the Velocity Suite (http://energymarketintel.com/) and the U.S. Energy Information Administration dataset 861 (http://www.eia.gov/electricity/data/eia861/), provides average residential, commercial and industrial electricity rates...
Huggins, J. National Laboratory of the Rockies (NLR)
Nov 05, 2026
4 Resources
0 Stars
Publicly accessible

Hourly Electricity Demand Profiles for Each County in the Contiguous United States

This dataset provides estimated hourly electricity demand for each county in the contiguous United States from 2016-2023. The demand profiles represent the sum of two components: (1) Weighted averages of reported hourly demand profiles for North American Electric Reliability Corpo...
Obika, K. et al National Laboratory of the Rockies (NLR)
Nov 05, 2025
2 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
1 Resources
0 Stars
Awaiting curation

National Community Solar Partnership (NCSP+) Resource List

NLR compiles and makes quarterly updates to this dataset of publications related to expanding access to solar through its support for the National Community Solar Partnership (NCSP+). The purpose of the list is to help NCSP+ partners and others to find relevant resources on commun...
Burton, R. National Laboratory of the Rockies
Oct 27, 2022
1 Resources
0 Stars
Publicly accessible

NLR HPC Kestrel Jobs Data

Overview: Anonymized job-level records from the Kestrel HPC system at the National Laboratory of the Rockies (NLR). Each record represents a Slurm batch job with scheduling metadata, resource requests, utilization, energy estimates, and efficiency metrics. Sensitive fields (user, ...
Clark, S. et al National Laboratory of the Rockies
Mar 17, 2026
2 Resources
0 Stars
Publicly accessible

Wind Speed Dataset with Observation And Copula-based Bias Correction and Multi-Model Fusion at 23 U.S. Locations

This dataset provides two related products of bias-corrected hourly wind speed at 23 U.S. sites spanning coastal, inland, mountainous, and plains regions, designed for energy applications and wind-related research. Physics-based models carry systematic biases relative to observati...
Zhang, W. et al National Laboratory of the Rockies (NLR)
Jun 15, 2026
4 Resources
0 Stars
Publicly accessible

TEAMER: Numerical Modeling of the Pitching Inertial Pump (PIP) Wave Energy Capture Device

This project focused on further development of a Numerical Model of the iProTech Pitching Inertial Pump (PIP) wave energy converter (WEC) using the MATLAB/Simulink tool, WEC-Sim. The process involved parameterizing key design variables, running time-domain simulations, and perform...
Wynn, N. et al IProTech
Feb 26, 2026
1 Resources
0 Stars
Publicly accessible

Fire Weather Index Historical Trends and Projections over CONUS

There has been evidence of increasing fire activity in the United States since approximately the 1980s, now estimated to cause tens to hundreds of billions of dollars of damage per year. Weather is one of the key drivers of fire activity, with hot, dry, and windy weather commonly ...
Buster, G. et al National Laboratory of the Rockies (NLR)
Aug 04, 2026
7 Resources
0 Stars
Publicly accessible

State Policies and Programs for Community Solar

The purpose of this dataset is to summarize current community solar policies and related stipulations by state in the United States. The dataset is updated multiple times per year. The current version is the first file located below. Previous versions of the dataset published...
Xu, K. et al National Laboratory of the Rockies
Oct 01, 2024
2 Resources
0 Stars
Publicly accessible

Hourly Dynamic Line Ratings for Existing Transmission Across the Contiguous United States (Preliminary)

This dataset provides estimated hourly dynamic line ratings for ~84,000 transmission lines across the contiguous United States from 2007-2013. The calculation methods are described in the presentation linked below, and the associated open-source Python code repository is linked in...
Obika, K. et al National Renewable Energy Laboratory
Sep 25, 2024
16 Resources
0 Stars
Publicly accessible

Public Reference Data for Megawatt-Scale Hydrogen Electrolysis – Simulated Wave

The U.S. Department of Energy and the National Laboratory of the Rockies (NLR) demonstrate hydrogen electrolysis, hydrogen compression and storage, and variable hydrogen fuel cell power production using megawatt-scale equipment at NLR’s Flatirons Campus as part of the Advanced R...
Abel, R. et al National Laboratory of the Rockies
Dec 12, 2025
11 Resources
0 Stars
Publicly accessible

NLR HPC Eagle Jobs Data and Additional Energy Metrics

Overview: Anonymized job-level records from the Eagle high-performance computing (HPC) system at the National Laboratory of the Rockies (NLR). Each record represents a Slurm batch job with scheduling metadata, resource requests, resource utilization, CPU/GPU energy consumption, an...
Clark, S. et al National Laboratory of the Rockies
Mar 17, 2026
3 Resources
0 Stars
Publicly accessible

Outdoor Ultraviolet (UV) Dose Maps and Site Data for Accelerated UV Testing of Photovoltaic Devices

This dataset holds the annual outdoor ultraviolet (UV) doses behind the article "UV Exposure and Durability of Emerging Photovoltaics: Quantifying and Reporting Outdoor UV Doses" by Robert Witteck, Duong Nguyen Minh, Michael Owen-Bellini, Joseph M. Luther, and Laura T. Schelhas (N...
Witteck, R. et al National Laboratory of the Rockies
Oct 13, 2026
6 Resources
0 Stars
Publicly accessible

Public Reference Data for Megawatt-Scale Hydrogen Electrolysis NLR Historical Wind

The U.S. Department of Energy and the National Laboratory of the Rockies (NLR) demonstrate hydrogen electrolysis from variable sources, hydrogen compression and storage, and  hydrogen fuel cell power production using megawatt-scale equipment at NLR’s Flatirons Campus as par...
Abel, R. et al National Laboratory of the Rockies
Mar 23, 2026
6 Resources
0 Stars
Publicly accessible
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