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Wind Turbine Gearbox Condition Monitoring Vibration Analysis Benchmarking Datasets

Wind turbine condition monitoring (CM) can potentially help the wind industry reduce turbine downtime and operation and maintenance (O&M) cost. NREL CM research has investigated various condition-monitoring techniques such as acoustic emission (AE specifically stress wave), vibrat...

Sheng, S. National Renewable Energy Laboratory

Mar 28, 2014
5 Resources
2 Stars
Publicly accessible

Gearbox Fault Diagnosis Data

This dataset is for the fault diagnosis of a gear crack in a two-stage gearbox using vibration signal processing techniques and recorded by using SpectraQuest's Gearbox Fault Diagnostics Simulator. The online vibration data were recorded with the help of four vibration sensors pla...

Pandya, Y. and Parey, A. Prestige Institute of Engineering Management and Research (PIEMR)

Jun 02, 2018
2 Resources
0 Stars
Publicly accessible

HERO WEC V1.0 2024 WEC-Sim Detailed Simulation Runs and Summary Data

This dataset includes results from simulations of NREL's hydraulic and electric reverse osmosis wave energy converter (HEREO WEC). Simulation runs include 135 wave cases that were based on the updated WEC-Sim model, which is linked below. The data represented in this repository i...

Panzarella, J. et al National Renewable Energy Laboratory

Jul 01, 2024
6 Resources
0 Stars
Publicly accessible

ALFA Biological Monitoring NNMREC South Energy Test Site, Offshore of Newport, OR

Acoustic Pilot surface survey at the South Energy Test Center at Newport (Oregon). Data collected with a SIMRAD EK-60 echosounder using four frequencies (38, 70, 120 and 200 kHz).

Horne, J. Northwest National Marine Renewable Energy Center

Oct 08, 2015
1 Resources
0 Stars
Publicly accessible

TEAMER: Weekly Reports for Environmental Monitoring and Data Analysis around a Tidal Energy Converter in Sequim Bay, WA

This dataset includes weekly reports pertaining to the Turbine Lander and Lander Adaptable Monitoring Package (LAMP) deployments in Sequim Bay, WA (2023-2024). Optical and sonar images and videos pertaining to all identified events of interest have been uploaded to a separate MH...

Murphy, P. et al MarineSitu

Jul 22, 2025
3 Resources
0 Stars
Publicly accessible

TEAMER: Tidal Energy Resource Modeling Assessment and Environmental Biological Analysis in Turnagain Arm, Cook Inlet, AK

The deployment and operation of a floating and/or submerged tidal technology in the United States coastal water require characterizing tidal stream resource potential and assessing environmental conditions and satisfying all environmental permitting requirements. The waters of Coo...

Yang, Z. et al Pacific Northwest National Laboratory

Jun 09, 2025
3 Resources
0 Stars
Publicly accessible

Reference Site Condition Datasets for Floating Wind Arrays in the United States

Floating offshore wind farm design is highly site-specific, requiring detailed information about the specific conditions of a project area for realistic design studies. Unfortunately, publicly available site condition data for potential floating offshore wind project sites in the ...

Biglu, M. et al National Renewable Energy Laboratory

Aug 02, 2024
4 Resources
0 Stars
Publicly accessible

TEAMER: Field Demonstration of MarineSitu Marine Energy Monitoring Tools (Public)

This submission contains data collected during a four-month field demonstration (July-October 2024) of MarineSitu's Adaptable Monitoring Package (AMP) at the Pacific Northwest National Laboratory (PNNL) Marine and Coastal Research Laboratory (MCRL) in Sequim, WA. The project evalu...

Joslin, J. et al MarineSitu

Aug 21, 2026
6 Resources
0 Stars
Publicly accessible

Turbine Lander Deployment in Sequim Bay (2023-2024): Optical and Sonar Records of Animal Interactions

This dataset contains environmental monitoring data collected during the deployment of the Turbine Lander, a small-scale vertical-axis, cross-flow turbine (1.19 m x 0.85 m) in the inlet to Sequim Bay, Washington. The turbine was deployed for 141 days between October 2023 and March...

Bassett, C. and Cotter, E. University of Washington Applied Physics Laboratory

Mar 07, 2024
6 Resources
0 Stars
Publicly accessible

HERO WEC V1.0 WEC-Sim Model

This zip file contains the files that are needed to simulate NREL's HERO WEC (hydraulic and electric reverse osmosis wave energy converter). This requires the user to have already installed WEC-Sim. In addition to the standard toolboxes that are required to run WEC-Sim the user wi...

Jenne, S. National Renewable Energy Laboratory

Aug 12, 2022
2 Resources
0 Stars
Publicly accessible

HERO WEC V1.0 WEC-Sim Model (July 2024)

**This submission supersedes submission MHKDR-483** This submission file contains the files that are needed to simulate NREL's HERO WEC (hydraulic and electric reverse osmosis wave energy converter). This requires the user to have already installed WEC-Sim. In addition to the sta...

Panzarella, J. et al National Renewable Energy Laboratory

Jul 01, 2024
2 Resources
0 Stars
Publicly accessible

TEAMER: A Tow Body Optical Camera System

Archive consists of design drawings, assembly instructions, and bill of materials (BOM) for a Igiugig Village Council (IVC)/Ocean Renewable Power company (ORPC) tow body camera system for underwater environmental monitoring using optical cameras. This work was conducted by the Uni...

Joslin, J. et al University of Washington

Apr 30, 2021
6 Resources
0 Stars
Publicly accessible

Next Generation RivGen Power System: Kvichak River, AK Overwinter Ice Study

The University of Alaska Fairbanks (UAF) Alaska Hydrokinetic Energy Research Center was tasked with developing a real-time data telemetry / remote power generation system to monitor frazil ice conditions in the Kvichak River in support of the U.S. Department of Energy funded "Next...

Kasper, J. et al Igiugig Village Council

Oct 04, 2017
5 Resources
0 Stars
Publicly accessible

Tank Evaluation of Two Acoustic Cameras to Inform Fish Collision Risk Monitoring Capabilities

This dataset contains acoustic camera data collected in the engineering tank at the Jere A. Chase Ocean Engineering Laboratory at the University of New Hampshire in October 2025. Data were collected with two acoustic cameras: a Sound Metrics Corporation ARIS 3000 (ARIS) and a Trit...

Staines, G. and Cotter, E. Pacific Northwest National Laboratory

Oct 20, 2025
9 Resources
0 Stars
Publicly accessible

Multifamily Programmable Thermostat Data

This data set, compiled by the Fraunhofer Center for Sustainable Energy Systems, includes long-term 10-minute temperature and relative humidity data, and HVAC system state data for 79 apartments in a low-income housing complex in Revere, MA. The monitoring period spans two winters...

Urban, B. et al Fraunhofer USA

Jul 27, 2015
2 Resources
0 Stars
Publicly accessible

The PNNL-TUNAMELT Dataset for Automated Detection Around Marine Energy Devices

This labeled dataset contains 107,451 acoustic camera video frames capturing marine life interactions around an underwater tidal turbine. Each frame is annotated with bounding boxes identifying marine life objects as labeled by a fish biologist. Created to support research into au...

Nowak, T. et al Pacific Northwest National Laboratory

Jun 01, 2025
4 Resources
0 Stars
Publicly accessible

TEAMER: CFD Simulation Datasets of Dehlsen Associates' Centipod Wave Energy Converter

This directory contains data-sets pertaining to the Computational Fluid Dynamics (CFD) modeling of Dehlsen Associates, LLC "Centipod 1P6" (C1P6) two-part point absorber wave energy converter (WEC) by Sandia National Labratory. This project is part of the TEAMER RFTS 11 (request fo...

Bayat, E. and Chartrand, C. Sandia National Laboratories

Apr 21, 2026
1 Resources
0 Stars
Publicly accessible

ALFA Wave Resource Characterization in Extreme Conditions, Offshore of Newport, OR

Model hindcast and Surface Wave Instrument Float With Tracking (SWIFT) buoy observations during extreme conditions offshore of Newport, OR

Thomson, J. Northwest National Marine Renewable Energy Center

Dec 06, 2015
2 Resources
0 Stars
Publicly accessible

Fish Detection AI, sonar image-trained detection, counting, tracking models

The Fish Detection AI project aims to improve the efficiency of fish monitoring around marine energy facilities to comply with regulatory requirements. Despite advancements in computer vision, there is limited focus on sonar images, identifying small fish with unlabeled data, and ...

Gutstein, S. et al Water Power Technology Office

Aug 25, 2024
6 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

Geogenic Helium Release from Rock Fracture

In this project 38 uniaxial compaction tests were conducted at Sandia National Laboratories with 7 different rock types. During these tests, we created a vacuum system and evacuated and measured all the helium that was released by the samples during crushing. The experimental file...

Kibikas, W. Sandia National Laboratories

Jan 24, 2025
3 Resources
0 Stars
Publicly accessible

Submerged LoRa Radio Connectivity Testing Data

This data set contains results from laboratory testing of LoRa radios in submerged environments. For these tests LoRa radios were enclosed in submersible polycarbonate enclosures then immersed in water of varying salinity levels. Data packets were transmitted between two radios, a...

Candon, C. National Laboratory of the Rockies

Sep 02, 2026
1 Resources
0 Stars
Publicly accessible

Triton Field Trials Changes in Habitat 360-degree Underwater Videos

This dataset contains the underwater 360-degree video files recorded with a Boxfish 360 camera in La Jolla, CA, near a gravity base anchor of the CalWave xWave wave energy converter in December 2021 over three days, at dawn, noon, and dusk. It was generated to test the ability of ...

Hemery, L. et al Pacific Northwest National Laboratory

Nov 30, 2021
10 Resources
0 Stars
Publicly accessible

Reference Model 4 Full Scale Geometry (RM4: Ocean Current Turbine)

Contains the Reference Model 4 (RM4) full scale geometry files of the Ocean Current Turbine, developed by the Reference Model Project (RMP). These full scale geometry files are saved as SolidWorks assembly, IGS, X_T, and STEP files, and require a CAD program to view. This data was...

Neary, V. et al Sandia National Laboratories

Sep 30, 2014
5 Resources
0 Stars
Publicly accessible

Fish Detection AI, Optic and Sonar-trained Object Detection Models

Slater, K. et al Water Power Technology Office

Jun 25, 2014
12 Resources
0 Stars
Publicly accessible

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