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Lignin Forcefield Source Datafiles

Three archives are provided here comprising the development of a CHARMM36-compatible lignin forcefield suitable for use in biomolecular simulations. One archive parameters.zip contains the output topology and parameter files in CHARMM format suitable for…
NREL
data
lignin
CHARMM
molecular dynamics
parameterization
polymerization
feedstocks
force field
Submitted 04/30/2018 - 15:17 by Joshua Vermaas

Battery inverter experimental data

The increase in power electronic based generation sources require accurate modeling of inverters. Accurate modeling requires experimental data over wider operation range. We used 30 kW off-the-shelf grid following battery inverter in the experiments. We…
battery inverter
data analysis
data visualizations
database for artificial intelligence training
database for inverter characterization
database for model validation
artificial intelligence
machine learning
reinforcement learning
tensorflow
pytorch
scikit-learn
Submitted 01/06/2023 - 11:53 by Kumaraguru Prabakar

PV inverter experimental data

The increase in power electronic based generation sources require accurate modeling of inverters. Accurate modeling requires experimental data over wider operation range. We used 20 kW off-the-shelf grid following PV inverter in the experiments. We used…
data analysis
data visualizations
database for artificial intelligence training
database for inverter characterization
database for model validation
artificial intelligence
machine learning
reinforcement learning
tensorflow
pytorch
scikit-learn
PV inverter
Submitted 01/06/2023 - 11:53 by Kumaraguru Prabakar

Split phase inverter data

The increase in power electronic based generation sources require accurate modeling of inverters. Accurate modeling requires experimental data over wider operation range. We used 8.35 kW off-the-shelf grid following split phase PV inverter in the…
split phase inverter
PV inverter
data analysis
data visualizations
database for artificial intelligence training
database for inverter characterization
data base for model validation
artificial intelligence
machine learning
reinforcement learning
tensorflow
pytorch
scikit-learn
Submitted 03/22/2023 - 12:11 by Kumaraguru Prabakar

PV inverter experimental dataset version 2 with 100 percent power

The increase in power electronic based generation sources require accurate modeling of inverters. Accurate modeling requires experimental data over wider operation range. We used 20 kW off-the-shelf grid following PV inverter in the experiments. We used…
data analysis
data visualizations
database for artificial intelligence training
database for inverter characterization
database for model validation
artificial intelligence
machine learning
reinforcement learning
tensorflow
pytorch
scikit-learn
PV inverter
Submitted 05/05/2023 - 11:22 by Kumaraguru Prabakar

Grid Service Values of Generic Marginal Building Flexibility in Modeled 2030 U.S. Power Systems

The datasets include the capacity, energy, and ancillary service values of a marginal kilowatt-hour (kWh) of generic, daily, shiftable building flexibility as a presumed market entrant in the 2030 U.S. power systems. The results should be interpreted…
demand response
grid-interactive efficient buildings
building flexibility
grid integration
Submitted 01/12/2021 - 10:39 by Shengru Zhou

Long-run Marginal CO2 Emission Rates Workbooks for 2020 Standard Scenarios Cambium Data

This dataset has been superseded by a new set of workbooks that can be found here: https://data.nrel.gov/submissions/183 These workbooks contain modeled estimates of long-run marginal CO2 emission rates (LRMER) for the contiguous United States. The…
greenhouse gas emissions
ReEDS
Long-run
Marginal emissions
Cambium
NREL
CO2
PLEXOS
Submitted 08/12/2021 - 16:10 by Pieter Gagnon

Long-run Marginal Emission Rates for Electricity - Workbooks for 2021 Cambium Data

These workbooks contain modeled estimates of long-run marginal emission rates (LRMER) for the contiguous United States. The LRMER is an estimate of the rate of emissions that would be either induced or avoided by a long-term (i.e., more than several…
greenhouse gas emissions
ReEDS
Long-run
Marginal emissions
Cambium
NREL
PLEXOS
Submitted 01/05/2022 - 16:54 by Pieter Gagnon

Sharing the Sun Community Solar Project Data

This database represents a list of community solar projects identified through various sources as of June 2019. The list has been reviewed but errors may exist and the list may not be comprehensive. Errors in the souces e.g. press releases may be…
NREL
energy
data
community solar
capacity
utility
service territory
solar
Submitted 06/28/2019 - 10:28 by Jenny Heeter

U.S. Voluntary Green Power Market Data 2018

This data book provides certain data behind figures and tables found in the NREL presentation Status and Trends in the U.S. Voluntary Green Power Market 2018 Data. These data reflect estimates based on the best available data.
NREL
energy
data
green power sales
community solar
renewable energy certificate
REC
energy attribute certificate
voluntary market
corporate procurement
Submitted 10/03/2019 - 12:03 by Jenny Heeter