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Dataset for Evaluating the Impact of Wildfire Smoke on Solar Photovoltaic Production
This dataset was used to support machine learning model development for wildfire impacts on utility-scale solar in the United States. The dataset includes information regarding energy generation, PM2.5, clearness index, temperature, wind speed, precipitation, and site size.
Gilletly, S. et al Sandia National Laboratories
May 15, 2023
3 Resources
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3 Resources
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Self-charging Zn-polymer battery
Raw data for the publication:
Bio-catalyzed Oxidation Self-Charging Zinc-Polymer Batteries (pnas.2312870121) authored by Jun Pan et al, to be published in PNAS
Fan, H. et al Nanyang Technological University
Feb 01, 2024
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Integrated: Geospatial Toolkit GIS data for Bhutan from NREL
The Geospatial Toolkit (GsT) is a map viewer developed by the National Renewable Energy Laboratory (NREL). The toolkit helps energy planners, project developers, researchers and others identify areas of a country that show good potential for renewable energy projects. The toolkit ...
Langle, N. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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Integrated: Geospatial Toolkit GIS data for India from NREL
The Geospatial Toolkit (GsT) is a map viewer developed by the National Renewable Energy Laboratory (NREL). The toolkit helps energy planners, project developers, researchers and others identify areas of a country that show good potential for renewable energy projects. The toolkit ...
Langle, N. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
1 Resources
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Integrated: Geospatial Toolkit GIS data for Oaxaca from NREL
The Geospatial Toolkit (GsT) is a map viewer developed by the National Renewable Energy Laboratory (NREL). The toolkit helps energy planners, project developers, researchers and others identify areas of a country that show good potential for renewable energy projects. The toolkit ...
Langle, N. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
1 Resources
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Global Energy & Mining Data, World Bank (1970 2007)
Alternative and Nuclear Energy: Percentage of Total Energy Use Combustible Renewables and Waste: Metric Tons of Oil Equivalent Combustible Renewable and Waste: Percentage of Total Energy Electric Power Consumption Electric Power Transmission and Distribution Losses Electric Power ...
Brodt-Giles, D. and Bank, W. National Renewable Energy Laboratory
Oct 12, 2013
4 Resources
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Sample IEEE123 Bus system for OEDI SI
Time series load and PV data from an IEEE123 bus system. An example electrical system, named the OEDI SI feeder, is used to test the workflow in a co-simulation. The system used is the IEEE123 test system, which is a well studied test system (see link below to IEEE PES Test Feeder...
Elgindy, T. and Balasubramaniam, K. National Renewable Energy Laboratory
Sep 01, 2022
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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 AMI devices and PMUs in order to accommodate extreme levels of PV. For this goal, w...
Ayyanar, R. et al Arizona State University
Feb 01, 2025
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SMART-DS Synthetic Electrical Network Data OpenDSS Models for SFO, GSO, and AUS
The SMART-DS datasets (Synthetic Models for Advanced, Realistic Testing: Distribution systems and Scenarios) are realistic large-scale U.S. electrical distribution models for testing advanced grid algorithms and technology analysis. This document provides a user guide for the data...
Palmintier, B. et al National Renewable Energy Laboratory (NREL)
Dec 18, 2020
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5 Resources
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OU (A. Ghassemi) Reservoir Geomechanics & Seismicity Research Group
Data on Injection-Induced Shear Slip and Permeability Increase in Granite Fractures. In the plots, we present the results of novel injection-induced shear tests on cylindrical granite samples each containing a single tensile or saw-cut fracture. Flow rate and permeability are sho...
Ghassemi, A. University of Oklahoma
Aug 14, 2018
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Electric Power Monthly Monthly Data Tables
U.S. monthly electricity generation figures from 2008 to 2010 (and the fuel consumed to produce it) by state. Original source information from the [U.S. Energy Information Administration (EIA)](http://www.eia.doe.gov/cneaf/electricity/epa/epa_sprdshts_monthly.html).
Wood, J. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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Electricity Net Generation From Renewable Energy by Energy Use Sector and Energy Source, 2004 2008
Provides annual net electricity generation (thousand kilowatt-hours) from renewable energy in the United States by energy use sector (commercial, industrial, electric power) and by energy source (e.g. biomas, solar thermal/pv).
Hallett, K. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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National Hydropower Asset Assessment Program
The Oak Ridge National Laboratory (ORNL) National Hydropower Asset Assessment Program (NHAAP) is an integrated energy, water, and ecosystem research and geospatial data integration effort for efficient,
Webmaster, . and Laboratory, O. Oak Ridge National Laboratory
Nov 25, 2014
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National Transmission Planning Study Long-Term Modeling Results
The National Transmission Planning Study (NTP Study) analyzed the transformation needed to ensure the U.S. transmission system continues to reliably meet electricity demand as the power sector evolves. The study linked several long and short-term power systems models to test numer...
Brown, P. and Mai, T. National Renewable Energy Laboratory (NREL)
Sep 10, 2023
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14 Resources
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Consumption of Natural Gas for Electricity Generation by State by Sector, January 2011 and 2010
This dataset contains state by state comparisons of natural gas for electricity generation in the United States. It is provided by the Energy
Information Administration. The d...
Hill, G. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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Renewable Energy Consumption for Nonelectric Use by Energy Use Sector and Energy Source, 2004 2008
This dataset provides annual renewable energy consumption (in quadrillion Btu) for nonelectric use in the United States by energy use sector and energy source between 2004 and 2008. The data was compiled and published by EIA; the spreadsheet provides more details about specific so...
Hallett, K. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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Form EIA-860 Annual Electric Generator Report
The Form EIA-860 is a generator-level
survey that collects specific information about existing and planned
generators and associated environmental equipment at electric power
plants with 1 megawatt or greater of combined nameplate capacity. The
survey data is summarized in...
Aabakken, J. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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Altona Well Field 222Rn Data
Field data and 222Rn activities from the Altona well field. 222Rn, the most stable isotope of radon, was tested for during well extraction experiments. Tracers were also tracked to monitor the well. Data include 222Rn activities and complimentary geochemical data for multiple fiel...
Brown, S. Lawrence Berkeley National Laboratory
Mar 08, 2017
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CHP Units in Washington State
This is data taken from the website http://www.eea-inc.com/chpdata/States/WA.html on 2/3/2015 regarding the Cogeneration units in Washington State. The first book in the Excel Spreadsheet contains the data, the second book contains an explanation of the prime movers, and the third...
Huggins, J. National Renewable Energy Laboratory
Feb 02, 2015
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Demand-Side Grid Model (dsgrid) Data from the Electrification Futures Project (EFS)
This data set contains the full-resolution and state-level data described in the linked technical report (https://www.nrel.gov/docs/fy18osti/71492.pdf). It can be accessed with the NREL-dsgrid-legacy-efs-api, available on GitHub at https://github.com/dsgrid/dsgrid-legacy-efs-api a...
Hale, E. et al National Renewable Energy Laboratory
Jul 08, 2018
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Energy Intensity Indicators in the U.S.: Electricity Sector (1949 2004)
Energy intensity data and documentation published by the U.S. DOE's office of Energy Efficiency and Renewable Energy (EERE). Energy intensity is defined as: amount of energy used in producing a given level of output or activity; expressed as energy per unit of output. This is the ...
Hallett, K. and (EERE), O. National Renewable Energy Laboratory
Nov 25, 2014
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USLCI eGrid region electricity datasets, 2008
Datasets are for the US electricity grid system for eGrid regions
(AKGD, AKMS, AZNM, CAMX, ERCT, FRCC, HIMS, HIOA, MROE, MROW, NEWE, NWPP, NYCW, NYLI, NYUP, RFCE, RFCM, RFCW, RMPA, SPNO, SPSO, SRMV, SRMW, SRSO, SRTV, SRVC) for 2008. The
data is provided in life cycle inventor...
Carpenter, A. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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USLCI Interconnect Region Electricity datasets, 2008
Datasets are for the US electricity grid system interconnect regions (ASCC, FRCC, HICC, MRO, NPCC, RFC, SERC, SPP, TRE, WECC) for 2008. The data is provided in life cycle inventory (LCI) forms (both xls and xml). A module report and a detailed spreadsheet are also included.
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Carpenter, A. and Laboratory, N. National Renewable Energy Laboratory
Nov 25, 2014
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ARPA-E Grid Optimization (GO) Competition Challenge 1
The ARPA-E Grid Optimization (GO) Competition Challenge 1, from 2018 to 2019, focused on the basic Security Constrained AC Optimal Power Flow problem (SCOPF) for a single time period. The Challenge utilized sets of unique datasets generated by the ARPA-E GRID DATA program. Each da...
Elbert, S. et al Pacific Northwest National Laboratory
Aug 05, 2024
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29 Resources
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2D Seismic Reflection Survey Crump Geyser Geothermal Prospect Warner Valley, Oregon
2D Seismic Reflection Survey from Crump Geyser Geothermal Prospect in Warner Valley, Oregon
Smith, N. and Company, N. National Renewable Energy Laboratory
Jun 10, 2015
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