This is work in progress and supposed to become a link list to sources of open <g class="gr_ gr_219 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="219" data-gr-id="219">energy related</g> data. We focus on collecting links to data relevant <g class="gr_ gr_221 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar multiReplace" id="221" data-gr-id="221">for</g> the <g class="gr_ gr_222 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="222" data-gr-id="222">modelling</g> of energy and electricity systems and markets. You are welcome to fill in the missing spots and non-existing pages. Also, you are welcome to extend the list of relevant data that we should collect links to in the future.
Open data sources for energy <g class="gr_ gr_199 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="199" data-gr-id="199">modelling</g>
Open datasets related to energy are listed here by type.
Electricity demand
See Electricity demand
Thermal demand
See Thermal demand
Transport demand
See Transport demand
Power Plants
See Power plant portfolios
Weather data
Weather data can be used to generate profiles for wind, solar and <g class="gr_ gr_209 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del" id="209" data-gr-id="209">hydro power</g> plants. Re-analysis or “hindcast” projects use <g class="gr_ gr_211 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="211" data-gr-id="211">state-of the</g> art weather forecast models with long time series of weather observations. They create consistent series of weather data, often of decades and with a global scope. Reanalysis.org and NCAR provide a helpful overview of re-analysis models. Data are usually provided in GRIB or NetCDF format and can be very large in size (100s of GB).
- OPSD compiled a list of weather data sources and provides a script to download customized subsets of the MERRA-2 dataset
- Renewables.ninja allows users to download weather data (wind speed, solar irradiance, temperature) for specific locations based on MERRA-2 and satellite imaging data.
- The Hans-Ertel-Centre for Weather Research has published two preliminary reanalysis data sets (COSMO-REA6 and COSMO-REA2) containing the most often requested variables that may be used without any restrictions
- COSMO (Consortium for Small-scale Modelling), <g class="gr_ gr_217 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar only-ins doubleReplace replaceWithoutSep" id="217" data-gr-id="217">simulation</g> model for <g class="gr_ gr_218 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar only-ins replaceWithoutSep" id="218" data-gr-id="218">weather</g> in Europe, used for the official weather forecasts. The model is free to use for research applications
You may have a chance to get data directly from national weather services or participating universities/institutions and thus avoid having to run it yourself. For Germany, the current resolution is 2.8 km.
- The Climate Data Center (CDC) of the German Weather Service (DWD) has <g class="gr_ gr_198 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="198" data-gr-id="198">puslished</g> a dataset of
- observed parameters from DWD stations,
- derived parameters at the station locations,
- gridded fields covering Germany,
- regional averages for Germany and <g class="gr_ gr_196 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="196" data-gr-id="196">its</g> federal states,
- gridded fields covering Europe,
- global climate station data
- available at hourly, daily, monthly, annual or multi-annual resolution.
- The data is <g class="gr_ gr_176 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del" id="176" data-gr-id="176">useable</g> without restrictions <g class="gr_ gr_185 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar only-ins replaceWithoutSep" id="185" data-gr-id="185">provided</g> the source "Deutscher Wetterdienst" is mentioned.
Projects to turn weather data into renewable power availability time series
Various projects exist that transform weather data into power availability time series for different solar/wind power plant model types, such as the Aarhus University RE Atlas or the oemof feedinlib or renewables.ninja.
Wind profiles
OPSD summaries European historical wind generation time series
Solar profiles
OPSD summaries European historical solar generation time series
Wind geographical potentials
See Wind geographical potentials
Biomass potentials
See Biomass potentials
Hydroelectricity data
See Hydroelectricity data
Electricity transmission network datasets
See Transmission network datasets
Electricity distribution network datasets
See Distribution network datasets
Gas network datasets
See Gas network datasets
Costs
"Recent cost estimates for distributed generation (DG) renewable energy technologies are available across capital costs, operations and maintenance (O&M) costs, and <g class="gr_ gr_223 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling" id="223" data-gr-id="223">levelized</g> cost of energy (LCOE). Use the tabs below to navigate the charts. The LCOE tab provides a simple calculator for both utility-scale and DG technologies that compares the combination of capital costs, O&M, performance, and fuel costs. If you are seeking utility-scale technology cost and performance estimates, please visit the Transparent Cost Database website for NREL's information regarding vehicles, biofuels, and electricity generation."
http://www.nrel.gov/analysis/tech_cost_data.html
TODO: capital, variable and fixed operational and maintenance costs of all generation, transmission etc. technologies.
Historical and projected GHG emission costs.
Efficiencies and specific consumptions of end-use technologies
TODO: Efficiencies or specific consumptions of end-use technologies (e.g. vehicles [<g class="gr_ gr_186 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="186" data-gr-id="186">litres</g>/km], etc.)
Demographic and Socio-Economic Data
TODO: population trends, GDP trends, discount rates.
Environmental data
TODO: biodiversity, health impacts, water extraction, water use, emission factors.
Historical data
TODO: historical data on load, generation, emissions, market prices, etc.
Prospective data and energy scenarios
Energy scenarios (for results comparison):
TODO: projections on parameters and technology costs.
Country-specific policies and targets
Greenhousegas (GHG) reduction targets:
RES shares, sector-specific targets, subsidies <g class="gr_ gr_174 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-ins replaceWithoutSep" id="174" data-gr-id="174">and</g> feed-in-tariffs:
- IEA Policies and Measures [4]
- European Commission National Action Plans [5]
- RES Legal [6]
TODO: Criteria for power plant siting (e.g. exclusion zones for wind turbines).
Wikipedia page
The Wikipedia page open energy system databases <g class="gr_ gr_168 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar multiReplace" id="168" data-gr-id="168">lists</g> some of the more developed portals serving open energy system datasets.
Other lists of energy-related open datasets
- datahub.io category "Energy" has more datasets
- Energypedia is a wiki platform for collaborative knowledge exchange on renewable energy and energy access issues in the context of development cooperation.
- Enipedia (TU Delft) is an active exploration into the applications of wikis and the semantic web for energy and industry issues.
- European Data Portal
- IEA ETSAP energy technology data source (E-Tech-DS) is a series of four-page technology briefs similar to the IEA Energy Technology Essentials (filter for "essentials"). The page contains short technical descriptions of 29 <g class="gr_ gr_191 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="191" data-gr-id="191">energy related</g> technologies from power production, <g class="gr_ gr_195 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="195" data-gr-id="195">synthesised</g> fuels, and fossil fuel production.
- International Association of Energy Economists (IAEE) Energy Data Links (EDL) provides a searchable database of energy-related resources
- OpenEI features a wiki of crowd-sourced energy information and a database of <g class="gr_ gr_167 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="167" data-gr-id="167">single source</g> data on buildings, energy, efficiency, consumption, demand, potential.
- OpenEnergy Database was started with the requirements gathered in the first <g class="gr_ gr_188 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="188" data-gr-id="188">openmod</g> meetings and was developed completely open with <g class="gr_ gr_204 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar only-ins replaceWithoutSep" id="204" data-gr-id="204">support</g> of the <g class="gr_ gr_189 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="189" data-gr-id="189">openmod</g> community. Input and result data from research of energy system studies are available via an API. The OEDB provides some automated <g class="gr_ gr_208 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling multiReplace" id="208" data-gr-id="208">visualisations</g> of the available data.
- Open Power System Data has an extensive collection of links to data sources (Electricity consumption, Capacity and generation by fuel, Power plant data, <g class="gr_ gr_160 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del" id="160" data-gr-id="160">Hydro power</g> data, Prices and related data, Weather data, Wind and solar power time series, Country-specific data portals).
- OurEnergyPolicy.org Resource Library is a free online energy resource library updated weekly.
- PFBach.dk, a collection of wind and solar in-feed profiles
- reegle is a data provider of country energy profiles, energy statistics and a directory of relevant stakeholders. It also offers the clean energy search and an extensive glossary. There is also an insightful clean energy blog with interesting and up-to-date background information.
Data sharing techniques
The Open Knowledge foundation promotes the use of its data package standard. It consists of using CSV for payload (data) and a file package.json to attach machine-readable metadata. The page links to many examples of existing, curated and maintained datasets that adhere to this standard. Additionally, they drive the creation of a software ecosystem that can create and digest this format. Due to its simplicity, using data packages does not depend on this ecosystem.
GitHub repositories are another pragmatic way of sharing "small" (up to about 10 MB) datasets. A fun example is the Bundesgit, a collection of all German federal laws under version control. New laws or <g class="gr_ gr_169 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="169" data-gr-id="169">modfications</g> are tracked as commits, allowing to "see" how a dataset -- laws, in that case -- evolve over time. The repository openmundi/world.db shows a more data-focused way of using Git, or GitHub, for <g class="gr_ gr_179 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar only-ins doubleReplace replaceWithoutSep" id="179" data-gr-id="179">collaborative</g> collection of data. However, it clearly shows the limitations of using a version control system for code on data.
An upcoming and (technically) promising project is dat, which "is a version-controlled, decentralized data tool for collaboration between data people and data systems." Or, simply: Git for data. It is currently in public beta <g class="gr_ gr_165 gr-alert gr_gramm gr_inline_cards gr_run_anim Punctuation only-del replaceWithoutSep" id="165" data-gr-id="165">test,</g> but has come a long way already.
Help <g class="gr_ gr_156 gr-alert gr_gramm gr_inline_cards gr_run_anim Grammar multiReplace" id="156" data-gr-id="156">finding</g> energy data
Feel free to add scripts here, by creating a new wiki page, or place them on Github Gists.
- ENTSOE Cross-border Trading Flows Extraction Script by TU Berlin
- Open Power System Data developed a data platform with open source scripts (based on Python and Jupyter Notebooks) for data on generation capacities, power plants, load <g class="gr_ gr_161 gr-alert gr_spell gr_inline_cards gr_run_anim ContextualSpelling ins-del multiReplace" id="161" data-gr-id="161">timeseries</g> and weather data. Project running until 07/2017. The public version of the data platform was released 10/2016.
Data organization ideas
A scheme similar to http://us-city.census.okfn.org/ might be useful for mapping out what types of data are available where.
