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Mapping and Assessment of the United States Ocean Wave Energy Resource

This project estimates the naturally available and technically recoverable U.S. wave energy resources, using a 51-month Wavewatch III hindcast database developed especially for this study by National Oceanographic and Atmospheric Administration's (NOAA's) National Centers for Envi...
EPRI, . et al Electric Power Research Institute
Dec 05, 2011
2 Resources
0 Stars
In curation

Data Sets for Evaluation of Building Fault Detection and Diagnostics Algorithms

This documentation and dataset can be used to test the performance of automated fault detection and diagnostics algorithms for buildings. The dataset was created by LBNL, PNNL, NREL, ORNL and ASHRAE RP-1312 (Drexel University). It includes data for air-handling units and rooftop u...
Lin, G. and Mitchell, R. Lawrence Berkeley National Laboratory
Feb 26, 2019
2 Resources
0 Stars
Publicly accessible

LBNL Fault Detection and Diagnostics Datasets

These datasets can be used to evaluate and benchmark the performance accuracy of Fault Detection and Diagnostics (FDD) algorithms or tools. It contains operational data from simulation, laboratory experiments, and field measurements from real buildings for seven HVAC systems/equip...
Granderson, J. et al Lawrence Berkeley National Laboratory
Aug 01, 2022
5 Resources
0 Stars
Publicly accessible

G2Aero Database of Airfoils Curated Airfoils

This dataset contains a curated set of 19,164 airfoil shapes from various applications and the data-driven design space of separable shape tensors (PGA space), which can be used as a parameter space for machine-learning applications focused on airfoil shapes. We constructed the a...
Doronina, O. et al National Renewable Energy Lab NREL
Sep 24, 2024
3 Resources
0 Stars
Publicly accessible

ORNL NILMS Project Yarnell Station Research House

DOE funded research for NILMS and fault detection for small and medium commercial buildings. This contains notes, documentation, and data from testing at the Yarnell Station research house. The data can be used to study non-intrusive load monitoring approaches.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
3 Resources
0 Stars
In curation

Oak Ridge National Laboratory NILMS Project FRP #2

DOE funded research for NILMS and Fault Detection for small and medium commercial buildings. This contains notes, documentation, and data from Flexible Research Platform #2. This data can be used to study Non-intrusive Load Monitoring approaches. The data is 30 second sample p...
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 20, 2017
4 Resources
0 Stars
In curation

Oak Ridge National Laboratory NILMS Project FRP No #1

DOE funded research for NILMS and Fault Detection for small and medium commercial buildings. This contains notes, documentation, and data from Flexible Research Platform #1. This data can be used to study Non-intrusive Load Monitoring approaches. The data is 30 second sample po...
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 20, 2017
4 Resources
0 Stars
In curation

Artificial Intelligence for Robust Integration of AMI and Synchrophasor Data to Significantly Boost Solar Adoption

The overarching goal of the project is to create a highly efficient framework of machine learning (ML) methods that provide consistent and accurate real-time knowledge of system states from diverse advanced metering infrastructure (AMI) devices and phasor measurement units (PMUs) ...
Ayyanar, R. et al Arizona State University
Feb 01, 2025
12 Resources
0 Stars
Publicly accessible

Transient Data Library of Solar Grid Integrated Distributed System

This submission contains an open-source library of transient events in distributed system with high solar PV. The library includes the collected data, related documents and scripts for loading the data. The data library is built for transient event detection and machine learning b...
Kuruganti, T. and Dong, Y. Oak Ridge National Laboratory
Nov 10, 2022
3 Resources
0 Stars
Publicly accessible

ORNL Air Handling Fault Test Data FRP#2

ORNL test data for air handling faults. Data contains electrical measurements and power consumption measurements.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
4 Resources
0 Stars
In curation

The Performance House: A Cold Climate Challenge Home Old Greenwich

Working with builder partners on test homes allows for vetting of whole-house building strategies to eliminate any potential unintended consequences prior to implementing these solution packages on a production scale. To support this research, the Consortium for Advanced Residenti...
Williamson, J. et al Steven Winter Associates of the Consortium for Advanced Residential Buildings
Apr 27, 2016
4 Resources
0 Stars
Publicly accessible

ORNL Air Handling Fault Test Data FRP#1

ORNL test data for air handling faults. Data contains electrical measurements and power consumption measurements.
Fugate, D. and Laboratory, O. Oak Ridge National Laboratory
Mar 22, 2017
5 Resources
0 Stars
In curation

Curated Test Fault Data Set

The curated fault experiment data set consists of tagged and fully described time series representing measured faults from the AFDD test building (ORNLs Flexible Research Platform [FRP]), including baseline performance and faulty performance. A total of 10 different faults are tes...
Kim, J. et al National Renewable Energy Laboratory
Sep 24, 2019
3 Resources
0 Stars
Publicly accessible

Curated Modeled Fault Data Set

The curated fault model simulation data set consists of tagged and fully-described time series representing simulated faults for the AFDD test building (ORNLs Flexible Research Platform (FRP)), including baseline performance, faulty performance, and corresponding energy impact. A ...
Kim, J. and Leach, M. National Renewable Energy Laboratory
Jun 24, 2019
7 Resources
0 Stars
Publicly accessible

NREL Wave Energy Assessment for the United States and Puerto Rico

This dataset estimates the naturally available and technically recoverable U.S. wave energy resources, using a 51-month Wavewatch III hindcast database developed especially for this study by National Oceanographic and Atmospheric Administration's (NOAA's) National Centers for Envi...
Langle, N. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
9 Resources
0 Stars
In curation