Research And Results

Models

AI Models For/Related To Electric Power

Amiris

Type: Agentic Computes electricity prices endogenously based on the simulation of strategic bidding behavior of prototyped market actors.

Aurora

Type: Foundation Microsoft’s weather prediction model, available on Azure. It can predict global weather patterns and atmospheric processes such as air pollution.

ClimateGan

Type: GAN (Generative Adversarial Networks) Generative model that takes a normal scene and synthesizes realistic visual effects of climate‑related disasters such as floods, wildfires, and smog by predicting where the event should appear and rendering it into the image.

distilbert-base-uncased-finetuned-greenpatent 

Type: Transformer This model classifies patents into "green patents" or "no green patents" based on their titles.

DMP-PCFC

Type: NN (Neural Network) An advanced neural architecture for multi‑step energy load prediction and time‑series forecasting.

Electricity Price Predictor

Type: Machine‑learning regression (Random Forest) A custom model that forecasts California electricity prices ($/kWh) using features like EV charging demand, solar and wind output, carbon emissions, and storage levels.

environmental-due-dilligence-model

Type: Transformer A model that detects contamination, identifies its source and type, measures its extent, and evaluates how contaminants move through groundwater, surface water, and nearby water bodies.

fermi-512

Type: Neural Sparse Retriveal Converts queries and documents into high‑dimensional sparse vectors, where each non‑zero dimension corresponds to a specific vocabulary token and its value reflects that token’s importance for nuclear specific tasks.

FourCastNet

Type: NN (Neural Network) Predicts global atmospheric dynamics of various weather and climate variables.

FuXi

Type: Transformer A cascade machine learning forecasting system for 15-day global weather forecast.

GreenChat

Type: RAG (Retrieval-Augmented Generation) GreenChat is a domain-specific RAG model designed to support environmental decision-making across multiple domains relevant to UN SDGs.

Grid AI

Type: LSTM (Long Short-Term Memory)+PPO (Proximal Policy Optimization) Hybrid LSTM–PPO system for grid optimization, combining weather‑based demand forecasting with reinforcement‑learning control to reduce blackout risk.

GridFormer

Type: Transformer A novel transformer-based framework for image restoration under adverse weather conditions.

GridLearn

Type: Multi-Agent A testbed for the implementation of Multi-Agent Reinforcement Learning (MARL) in building energy coordination and demand response in cities. 

GNN-PowerFlow

Type: GNN (Graph Neural Network) GNN incorporating grid topology for power‑flow analysis.

powerFormer

Type: Transformer Replaces standard attention with a power‑law‑weighted causal attention mechanism to better capture local, time‑ordered dependencies in time‑series data.

PowerNet

Type: Multi-Agent Power demand forecasting in an on-policy, cooperative MARL algorithm for voltage control problem in the isolated Microgrid system by incorporating a differentiable, learning-based communication protocol, a spatial discount factor, and an action smoothing scheme.

Quartz Solar Forecast

Type: Gradient Boosted Tree Leverages machine learning, satellite imagery, and weather data to predict solar energy output, making it a plug-and-play solution for generating forecasts.

SolarNet

Type: CNN (Convolutional Neural Network) A sky image-based deep convolutional neural network for intra-hour solar forecasting.

SPARK-mini-base

Type: LLM (Large Language Model) A base model designed specifically for nuclear power domain as a research tool, responds to chats in a chat-based environment.

SPARK-mini-instruct

Type: LLM (Large Language Model) An instruction model designed specifically for nuclear power domain as a research tool, responds to chats in a chat-based environment.

Surya

Type: Foundation Heliophysics model trained on 14 years of observations from NASA’s Solar Dynamics Observatory, helping protect critical infrastructure from space weather.

Transformer Networks for Energy Time-Series Forecasting

Type: Transformer Builds and evaluates Transformer‑based neural networks to forecast future electrical load from historical time‑series data.re of critical importance for Transmission System Operators (TSOs) to match electricity supply and demand.

Transformer Time Series Model for Electricity Load Diagrams

Type: Transformer A PyTorch implementation of a Transformer-based time series model for forecasting electricity load diagrams (hourly).

Wind-Energy-Prediction-using-LSTM

Type: LSTM (Long Short-Term Memory) Improving the predictions of power generated using wind energy and LSTM as machine learning model to perform model optimization.

WPGNN

Type: GNN (Graph Neural Network) Predicting wind plant performance. It represents the wind plant a graph with nodes representing individual turbines and wake effects encoded by directed edges.

Datasets

Free To Use Datasets

PQ Disturbance Waveform Library

Source: EPRI License: Creative Commons Attribution 4.0

A multi‑utility library of power quality disturbance waveforms.

Distribution Inspection Imagery

Source: EPRI License: CC BY-SA 4.0

Consists of ~30,000 images of overhead Distribution infrastructure.

Open Energy Data

Source: U.S. DOE License: Public Domain

An initiative to increase the availability and accessibility of the U.S. Department of Energy’s (DOE’s) extensive data assets.

Open Energy Data Initiative

Source: U.S. DOE License: Creative Commons Attribution 4.0 license unless otherwise noted

2.72 PB of data available, 2431 datasets.

Energy Data Resources

Source: Duke License: Varies

Large number of links to energy-related datasets.

EIA Dataset

Source: U.S. Energy Information Agency License: Public Domain

Wide range of energy-related datasets that are free and open via API.

IEEE Dataport

Source: IEEE License: CC-BY (see additional links)

An open research data platform providing access to 10,000+ datasets, enabling researchers and institutions to share research.

OSTI Database

Source: U.S. DOE License: Generally available under a public access policy

The U.S. Department of Energy’s Office of Scientific and Technical Information (OSTI) provides open access to DOE-funded scientific and technical research.

Grid Event Signature Library (GESL)

Source: DOE Office of Electricity License: Open Source (details unclear)

A user-friendly and comprehensive repository of housing power grid waveform data.

Common Corpus

Source: Pleias License: Open Source

An open dataset containing 3–4 million books, articles, and other open-source materials, with Pleias planning to release an EU AI Act compliant LLM.

Institutional Data Initiative

Source: Harvard License: Open Source

Resource of 1M Books whose copyright has expired (5 times the size of the Books3 database)

The Well

Source: University of Cambridge / HuggingFace License: Creative Commons Attribution (CC BY) 4.0 license

15 TB of data with The Well and Multimodal Universe. Datasets and APIs located at https://lnkd.in/eCz8BmqN and https://lnkd.in/e6Vv82P7

Multimodal Universe

Source: University of Cambridge / HuggingFace License: Creative Commons Attribution (CC BY) 4.0 license

115 TB of data with The Well and Multimodal Universe. Datasets and APIs located at https://lnkd.in/eCz8BmqN and https://lnkd.in/e6Vv82P7

FineMath

Source: HuggingFace License: Open Data Commons Attribution License (ODC-BY)

Datasets to improve mathematical reasoning.

ADAMS Database

Source: U.S. NRC License: Public Domain

52 million pages, 730k full text documents.

Data.gov

Source: U.S. Government License: Public Domain

>300,000 datasets available.

LEAD 1.0

Source: Github License: Open Source, details unclear

AMI Data from 200+ buildings.

15 Years of Power Outages

Source: Kaggle License: CC0: Public Domain

Contains outage data from year 2000 up until 2014.

2019 Distribution System Upgrade Unit Cost Database Current Version

Source: National Laboratory of the Rockies License: The National Renewable Energy Laboratory (NREL) is operated for the U.S. Department of Energy (DOE) by Alliance for Sustainable Energy, LLC ("Alliance").

This database contains datasets pertaining to the costs of upgrading certain parts in PV systems.

Access to Electricity Data

Source: World Bank Group License: CC BY-4.0 (Public)

Data and visuals for the percent of the population that has access to electricity, including global and country figures.

Advanced TidGen System Calculations

Source: DOE Data Explorer License: CC BY 4.0 (Public)

Advanced TidGen cost and cost of energy metrics.

Africa Electricity Transmission Network (AICD)

Source: World Bank License: Open Database License

Open map of Africa's electricity grid network.

Air Markets Program Data

Source: EPA License: Open Source, details unclear

A collection of prepackaged datasets, or customizable datasets, exploring air market programs in the United States.

Alternative Fuels Data Center

Source: U.S. DOE License: Open Source, details unclear

The AFDC provides data and tools related to alternative fuels and vehicles.

Electricity Annual Technology Baseline (ATB) Data

Source: National Laboratory of the Rockies License: Open Source, details unclear

Detailed cost and performance data for renewable and conventional technologies.

Argonne Geothermal Geochemical Database v2.0

Source: DOE Data Explorer License: CC BY 4.0 (Public)

A database of geochemical data aggregated from multiple sources.

AVoided Emissions and geneRation Tool (AVERT)

Source: EPA License: Open Source, details unclear

Estimates emissions impacts resulting from energy efficiency, renewable energy, electric vehicle, and energy storage programs.

California Solar Initiative Data

Source: California Distributed Generation Statistics License: Open Source, details unclear

Database containing solar PV metering interconnection data from three large CA IOUs.

Climate TRACE

Source: Climate TRACE License: Creative Commons 4.0

Database of location-specific greenhouse gas emissions across the world.

Commercial and Residential Hourly Load Profiles for all TMY3 Locations in the U.S.

Source: U.S. DOE License: CC BY 4.0

This dataset contains hourly load profile data for 16 commercial building types and residential buildings.

Conventional Power Plants in Germany + Europe

Source: Open Power System Data License: CC-BY

List of conventional power plants in Germany and European countries.

Data for: Ecological Footprint, Hydropower Energy Consumption, and Economic Growth Nexus in the Top Six Hydropower Energy-Consuming Countries

Source: Mendeley Data License: CC BY 4.0

Dataset for hydropower energy consumption, economic growth and ecological footprint.

Data for: Power system state estimation with extended power formulations

Source: Mendeley Data License: CC BY NC 3.0

Power system state estimation with extended power formulations.

Data for: Urban Form and Transportation Energy Consumption

Source: Mendeley Data License: CC BY 4.0

Data related to energy consumption as proxied by gas station sales in the US.

Electric Grid Test Cases

Source: Texas A&M License: Open Source, details unclear

List of datasets provided by Texas A&M pertaining to electric power grids.

Dataset of Electric School Bus Adoption in the United States

Source: World Resources Institute License: Creative Commons Attribution

This dataset tracks electric school bus (ESB) adoption across the United States.

Electric Utility Industry Financial Data and Trend Analysis

Source: Edison Electric Institute License: Open Source, details unclear

EI maintains comprehensive statistical data on the electric power industry and investor-owned electric companies.

State EV Registration Data

Source: Atlas EV Hub License: Open Database

Atlas works with states directly to make data on electric vehicle registrations publicly accessible.

Replication Data for: The Need for Impact Evaluation in Electricity Access Research

Source: Harvard Dataverse License: Public Domain, CC0 1.0

Rigorous impact evaluations of electricity access.

Electricity Consumption & Occupancy (ECO)

Source: ETH Zurich License: Open Source, details unclear

A comprehensive data set for non-intrusive load monitoring and occupancy detection research.

Electricity Data Browser

Source: EIA License: Open Source, details unclear

Provides visualization and data on power plants by state.

Construction cost data for electric generators installed in 2023

Source: EIA License: Open Source, details unclear

Construction cost figures and tables for all generators installed in 2018.

Electricity Statistics Information

Source: FEPC License: Open Source, details unclear

Energy statistics data for Japan.

Electricity Supply & Demand

Source: NERC License: Open Source, details unclear

Dataset of the North American electrical supply and demand for bulk power systems.

A high-resolution gridded dataset to assess electrification in sub-Saharan Africa

Source: Scientific Data License: Open Access

A dataset that contains information for the electrification of Africa based on nighttime light, population, and land cover data.

Emissions & Generation Resource Integrated Database (eGRID)

Source: EPA License: Open Source, details unclear

A comprehensive source of data from EPA's Clean Air Power Sector Programs on the environmental characteristics of almost all electric power generated in the United States.

Energy Access Explorer

Source: World Resources Institute License: Open Source, details unclear

A toolkit to explore energy data in select African countries.

Energy and Climate Data Portal

Source: The Shift Data Portal License: Creative Commons (CC BY-SA 3.0)

A database containing datasets that pertain to both energy and climate data.

Energy Data Explorer

Source: Our World in Data License: CC BY

Interactive tool to explore energy and electricity consumption data by country and by source.

Energy Data Access

Source: SDG&E License: Open Source, details unclear

The data sets contain customer energy usage data by customer type aggregated by zip code.

Energy Statistics Database

Source: UNSD License: Open Source, details unclear

Comprehensive energy statistics for UN countries.

Open Data and Analytics

Source: EnergyData.Info License: Open Source, details unclear

Global data repository covering energy access, transmission and distribution, renewable energy, and resource assessment data.

Facility Registry Service (FRS): Power Plants

Source: EPA License: Open Source, details unclear

Dataset constructed through GIS to provide data on power plants including locations and other attributes.

ERCOT Monthly Generator Interconnection Status Report

Source: Electric Reliability Council of Texas (ERCOT) License: Open Source, details unclear

datafile containting the latest public interconnection information for ERCOT generation.

European Weather Data for Power System Modeling

Source: Open Power System Data License: CC-BY

Aggregated weather data for European countries by the hour.

European wind power generation data set

Source: European Commission, SETIS License: Open Source, details unclear

A report of the hourly time series wind generation in Europe over a 30-year window.

Eurostat Energy Database

Source: European Commission License: Open Source, details unclear

This repository provides consolidated information on various statistics at European level

Eurostat Yearly Energy Consumption

Source: European Commission License: Open Source, details unclear

Contains the breakdown of energy usage by select European countries and sectors.

Form 22M: Biodiesel Plants in the United States

Source: EIA License: Open Source, details unclear

A report of the annual prudction capacity and count of biodiesel plants in the United States.

Form 860M: Electricity Market Data

Source: EIA License: Open Source, details unclear

a report of the estimated capacity of generators in the United States reported at a monthly rate.

Form 861: Annual Electric Power Industry Report

Source: EIA License: Open Source, details unclear

Dataset of US electric power industry including peak load, generation, electric purchases, etc.

Form 923: Electricity Market Data

Source: EIA License: Open Source, details unclear

This dataset is a reporting of a survey form that collects information on electrical power data at a monthly and annual rate.

Form EIA-860 Data

Source: EIA License: Open Source, details unclear

collects generator-level specific information about existing and planned generators.

Generating Unit Statistical Brochures

Source: NERC License: Open Source, details unclear

US electricity generating unit statistical data.

Geothermal Data Repository (GDR)

Source: OpenEI License: Creative Commons Attribution 4.0

A database for the searching of data pertaining to geothermal energy.

Global Climate Policy and Progress Tracking

Source: Climate Action Tracker License: Open Source, details unclear

A database to construct visualizations and form datasets comparing countries of indicators across the world.

Global energy information data overview

Source: IRENA License: Open Sourcem details unclear

Global data and statistics on renewable energy capacity, generation, and energy balances.

Global Energy Monitor

Source: Global Energy Monitor License: Creative Commons Attribution 4.0

List of global datasets divided by energy source and region.

Global Hydropower Database

Source: Figshare License: Creative Commons (CC0)

A database of hydropower plants and their generation capacity in 134 countries.

Electrical Distribution Grid Maps

Source: OCHA License: Creative Commons 4.0

A model predicting the locations of medium voltage grids in six selected African countries.

Global Oil & Gas Features Database

Source: National Energy Tecjnology Laboratory License: Creative Commons CC-BY

A database of oil and gas infrastructure data.

Global Power Plant Database

Source: World Resources Institute License: Creative Commons Attribution

An open source database of power plants around the world.

Global wind power market intelligence platform/dataset

Source: The Wind Power License: Open Source, details unclear

Database containing information on the number, capacity, and further details on the world's wind turbines.

Greenhouse Gas Reporting Program (GHGRP)

Source: EPA License: Public Domain

Data of greenhouse gas emissions data reported by large emission sites.

Grid Emission Factors

Source: Institute for Global Environmental Strategies License: Open Source, details unclear

Emissions data from electrical generation at the global level for analysis and research.

GridKit: European and North-American extracts

Source: Zenodo License: ODC Open Database License v1.0

High voltage transmission network data for North America and Europe.

Hourly load curve estimates 2012 and 2015

Source: CEEW License: Open Source, details unclear

Data for hourly load curve estimations in the United States excluding the North-East.

HydroSource: Existing Hydropower Assets

Source: Oak Ridge National Laboratory License: Open Source, details unclear

A source on hydropower designed to help make data driven decisions on future hydropower plants in the US.

IEA Online Data

Source: IEA License: Creative Commons IGO

Data and statistics covering a variety of energy-related topics.

India Hydropower Database

Source: International Hydropower Association License: Creative Commons Attribution 4.0

A dataset containing information about India's hydropower dams including specific locations.

India Nuclear Power Plants

Source: Kapsarc Data Portal License: Public Domain

This dataset contains information about India's nuclear power plants for 1969-2015 + proposed.

Integrated model dataset for highly renewable Europe

Source: RE-Europe License: Creative Commons, CC-BY

A largescale dataset covering renewable energy in Europe.

International Energy Statistics

Source: EIA License: Open Source, details unclear

Database providing access to a general overview of multiple datasets for each major energy sources.

JODI Oil and Gas Database

Source: Joint Organizations Data Inititative (JODI) License: Open Source, details unclear

JODI database contains data on market situations of oil and gas and other byproducts for 70+ countries.

https://www.nrel.gov/gis/wind.html

Source: National Laboratory of the Rockies License: Open Source, details unclear

A geospatial toolkit that provides data on US wind energy prospects, market information, and network information.

Major Power Outage Risks in the U.S.

Source: Purdue University License: Open Source, details unclear

A dataset containing information on major power outages in the United States by state.

Modeling of Energy Efficiency for Residential Buildings Using Artificial Neuronal Networks

Source: GitHub License: Open Source, details unclear

Resideintial energy efficiency data for the use of modeling (Spain).

National Electric Energy Data System (NEEDS)

Source: EPA License: Public Domain

A database that records data for generation units in the United States.

National Generation Capacity

Source: Open Power System Data License: Creative Commons, CC-BY

Aggregated generation of electricity in Europe broken down by country and technology (1990-2019)

National-level Energy Consumption Data

Source: Worlddata.info License: Creative Commons, CC BY-SA

Searchable data on energy consumption and production by country.

NREL Data and Tools

Source: National Laboratory of the Rockies License: Open Source, details unclear

NREL develops datasets, maps, models, and tools for the analysis of energy and energy efficiency technologies.

National Surveys on Energy and Environment

Source: University of Michigan License: Open Source, details unclear

A database of climate change, energy, and environmental datasets.

Offshore Resources Data Center

Source: Bureau of Safety and Environmental Enforcement License: Open Source, details unclear

Database containing multiple topics under offshore resources.

Oil and Gas Data, 1932-2014

Source: Harvard Dataverse License: Public Domain, CC0 1.0

Global dataset of oil and natural gas production, prices, exports, and net exports.

OPEC Reference Basket (ORB)

Source: OPEC License: Open Source, details unclear

Database comprised of the basket price for the crude oil from various exporting nations.

PRECON: Pakistan Residential Electricity Consumption Dataset

Source: Energy Informatics Group License: Open Source, details unclear

A dataset of electricity consumption patterns for developing countries.

Petrolium Deposit Data

Source: Peace Research Institute Oslo License: Open Source, details unclear

A dataset containing the locations of all known oil and gas deposits in the world.

PJM Data Directory

Source: PJM License: Open Source, details unclear

Provides a streamlined search for data posted on pjm.com.

PJM Data Miner 2

Source: PJM License: Open Source, details unclear

A database containing numerous datasets related to PJM interconnection.

PLEXOS-World 2015 Global Electricity Model

Source: University College Cork License: Creative Commons, CC0

Dataset includes the model data of a calibrated version of PLEXOS-World based on the 2015 calendar year.

Datasets

Additional Free To Use Datasets

POWER - Prediction of Worldwide Energy Resources

Source: NASA License: Open Source, details unclear

Provides access to a database with NASA developed solar and meteorological data for energy applications.

Public Utility Data Liberation

Source: Catalyst Cooperative License: Creative Commons Attribution 4.0 International

Database for open access data primarily for the United States electrical system.

Renewable Power Plants (Europe)

Source: Open Power System Data License: Creative Commons, CC-BY

Renewable power plant station data for Germany, Denmark, France, Poland, Switzerland, United Kingdom.

Replication Data for: A Field Experiment on Workplace Norms and Electric Vehicle Charging Etiquette

Source: Harvard Dataverse License: Public Domain, CC0 1.0

Data of 85 EV drivers and 105 EV charging stations used for understanding charging etiquette.

ResStock

Source: National Laboratory of the Rockies License: Open Source, details unclear

Dataset that describes timeseries energy end-use consumption of the US residential building stock.

Rural Electricity Demand in India (REDI)

Source: Columbia University License: Public Domain CC0 1.0

A dataset containing the electricity demand in rural India, surveying over 10,000 households and 2,000 enterprises.

Solar Resource Data and Tools

Source: National Laboratory of the Rockies License: Open Source, details unclear

A database containing multiple datasets covering solar resource topics.

Status of US Nuclear Outages

Source: EIA License: Open Source, detals unclear

Daily nuclear power plant operating status and outage data for the U.S.

Energy storage maps and databases

Source: Storage Lab License: Open Source, details unclear

A variety of datasets and tools containing data related to energy storage, renewables, etc.

Strategic Petroleum Reserves

Source: DOE License: Fair Use

A series of datasets containing information on foreign and domestic crude oil.

Synthetic Power Grid Data Set

Source: Columbia University License: Open Source, details unclear

Datasets generated from the statistical properties of the real power grid based on the topology of the Western Interconnection.

The Carbon Footprint of Household Energy Use in the United States

Source: University of Michigan License: Creative Commons Attribution 4.0 International

Data related to creating model outputs on US household carbon footprints.

The Commercial Buildings Energy Consumption Survey (CBECS)

Source: EIA License: Open Source

National sample survey that collects information on the stock of U.S. commercial buildings.

Time Series on Load, Wind and Solar, Prices in Hourly Resolution

Source: Open Power System Data License: Creative Commons, CC-BY

Load, wind, and solar prices in hourly resolution.

Total Energy Annual Review

Source: EIA License: Open Source, details unclear

Database with annual and monthly energy review statistics for various energy sources

U.S. Distributed Solar and Storage Data

Source: Lawrence Berkeley National Laboratory (LBNL) License: Open Source, details unclear

A dataset containing pricing and trend comparisons between grid connected, distributed PV solar panels in the United States

Transportation Energy Data Book

Source: Oak Ridge National Laboratory (ORNL) License: Open Source, details unclear

A database that contains numerous datasets ranging from energy topics to transportation.

Tribal Energy Atlas

Source: National Laboratory of the Rockies License: Oen Source, details unclear

An interactive map specifically providing data on tribal locations in the United States pertaining to environmental, energy, and natural resource potentials.

Hourly Electric Grid Monitor

Source: EIA License: Open Source, details unclear

Interactive visualization of hourly and daily electricity demand and balancing authority information for the United States.

Energy Statistics

Source: United Nations License: Open Source, details unclear

A database covering annual statistics for various fuel sources.

State Energy Data System (SEDS)

Source: EIA License: Open Source, details unclear

Panel data of US state's energy systems including estimates of energy production, consumption, etc.

US and International Coal Data

Source: DOE License: Open Source, details unclear

Datasets containing coal production, consumption, exports/imports, and market information in the United States.

U.S. Oil and Gas Pipeline Mileage

Source: Bureau of Transportation Statistics License: Open Source, details unclear

Timeseries dataset for oil and gas pipelines in the United States

US Transportation Agencies Fuel and Energy Consumption Data

Source: Federal Transit Administration License: Open Source, details unclear

A database that provides datasets about the US transit system, particularly focused on fuel and energy.

U.S. Wind Turbine Darabase

Source: LBNL License: Open Source, details unclear

A database containing the locations of both offshore and land-based wind turbines in the United States, including the specifications of the technology used.

Utility Rate Database

Source: OpenEI License: Creative Commons Zero

A free storehouse of rate structure information from utilities in the United States.

Weekly Petroleum Status Report

Source: EIA License: Open Source, details unclear

database with information on crude oil in the US including weekly predictions, production, and market information.

Wholesale Electricity and Natural Gas Market Data

Source: EIA License: Open Source, details unclear

United States wholesale market prices for electricity and natural gas (current and historical)

Wind Integration National Dataset Toolkit (WIND)

Source: National Laboratory of the Rockies License: Open Source, details unclear

Includes meteorological conditions and turbine power for more than 126,000 sites in the continental United States (2007-2013).

World Bank Open Data

Source: World Bank Group License: Creative Commons, BY 4.0

Contains various energy consumption and investment datasets, at the global- and country-level.

World Energy Statistics

Source: Enerdata License: Open Source, details unclear

World energy statistical data.

World Energy Supply

Source: IEA License: Open Source, details unclear

Global energy statistical data.

World Nuclear Association Facts and Figures

Source: World Nuclear Association License: Open Source, details unclear

Database containing information about global nuclear energy generation.

Paid Sources

IEEE Publications Index

Source: IEEE License: Copyright

IEEE claims to have 30% of the total set of energy-related data

CIGRE Publications Library

Source: CIGRE License: Copyright

ASME Codes and Standards Library

Source: ASME License: Copyright

EPRI already has contact with ASME to facilitate potential discussions

IAEA Publications Library

Source: IAEA License: Copyright

Nature Energy

Source: Nature License: Copyright

Impact Factor 49.7

ACS Energy Letters

Source: American Chemical Society License: Copyright

Progress in Energy and Combustion Science

Source: Elsevier License: Copyright

IET Generation, Transmission and Distribution

Source: Wiley License: Copyright

IEEE Transactions on Power Systems

Source: IEEE Power & Energy Society License: Copyright

Electric Power Systems Research

Source: Elsevier License: Copyright

International Journal of Electrical Power & Energy Systems

Source: Elsevier License: CC BY, CC BY-NC, or CC BY-NC-ND license

Renewable & Sustainable Energy Reviews

Source: Elsevier License: Copyright