10.26165/JUELICH-DATA/VLBZIAKuckertz, PatrickPatrickKuckertz0000-0002-2314-7107Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyBenjamin FuchsBenjaminFuchs0000-0002-7820-851XGerman Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, GermanyJulian SchönauJulianSchönau0000-0003-4636-6465Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyHedda GardianHeddaGardian0000-0003-1113-0225German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, GermanyKevin KnosalaKevinKnosala0000-0002-8825-5934Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyEugenio Arellano RuizEugenioArellano Ruiz0000-0003-2508-3976German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, GermanyJan GöpfertJanGöpfert0000-0003-4722-4012Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyHans Christian GilsHans ChristianGils0000-0001-6745-6609German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, GermanyJann M. WeinandJannM. Weinand0000-0003-2948-876XForschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyPatrick JochemPatrickJochem0000-0002-7486-4958German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, GermanyJochen LinßenJochenLinßen0000-0003-2805-2307Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, GermanyDetlef StoltenDetlefStolten0000-0002-1671-3262Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany; RWTH Aachen University, Chair for Fuel Cells, Faculty of Mechanical Engineering, 52062 Aachen, GermanyJülich DATA2025Computer and Information ScienceSoftware CouplingData IntegrationScientific WorkflowsData ModelsTransformation FunctionsMetadataReusabilityInteroperabilityDataDesc SchemaioProc Workflow ManagerKuckertz, PatrickPatrickKuckertzForschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany2025-12-042025-12-061295716552478541510491661217610391091152192219211654963697467444298880110168891101145085173363334511459485997752652734737611378691088857642832221041382156840485871886486180011462402142577821483123366507416476119651114490890881241499413536473796734389186300912813333353218113915256031353690540301537482746265825232962972322806798278661125679517330191717170128716835265767515264416746697application/x-ipynb+jsonapplication/x-ipynb+jsonapplication/jsonapplication/jsonapplication/jsonapplication/jsontext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvapplication/octet-streamtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/x-pythontext/x-pythontext/x-pythonapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/jsonapplication/jsontext/x-pythontext/x-pythonapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheettext/csvtext/csvtext/x-pythontext/csvapplication/octet-streamapplication/jsontext/csvapplication/octet-streamapplication/jsonapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/jsonapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheettext/markdownapplication/jsonapplication/jsonapplication/octet-streamapplication/pdftext/x-pythontext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvimage/pngapplication/vnd.ms-visio.viewerapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/octet-streamapplication/vnd.openxmlformats-officedocument.spreadsheetml.sheetapplication/octet-streamtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvtext/csvapplication/octet-streamapplication/octet-streamapplication/pdf1.0All source code is licensed under the BSD 3-Clause License, including the jupyter notebooks. All input data from the Danish Energy Agency and Renewables Ninja have their respective licenses specified in accompanying license files. All other data is licensed under CC-BY 4.0 Attribution 4.0 International. Copyright (C) 2023-2024 FZJ-ICE-2 and Deutsches Zentrum für Luft- und RaumfahrtThis supplementary material provides resources supporting the implementation of the refined DataDesc metadata schema and the ioProc workflow manager, described in the article, “Model coupling through reproducible adapter workflows based on shared transformation functions.” It aims to facilitate data and software integration, as well as data processing, by formalizing interface and data model descriptions and automating the identification of data transformation requirements. Using the ioProc and Snakemake workflow tools, these resources support reproducible, transparent adapter workflows with reusable transformation functions. The DataDesc schema is applied to create machine-interpretable descriptions of transformations, ensuring transparency in data handling across complex, coupled workflows. <h3>Organization</h3> <p>The project is organized into sections for <code>DataDesc Annotations</code>, <code>Data Models</code>, <code>Workflows</code>, and <code>Shared Data</code>.</p> <ul> <li><strong><code>DataDesc Annotations</code></strong> <ul> <li><strong><code>Data</code>:</strong> Contains JSON files with metadata annotations for energy technologies and renewable resources: <ul> <li>PEM electrolysis (<code>86 PEMEC 100 MW.json</code>)</li> <li>Solar PV (<code>ninja_pv_country_DE_merra-2_corrected.json</code>)</li> <li>Wind onshore (<code>ninja_wind_country_DE_current-merra-2_corrected.json</code>)</li> <li>Technology data for electricity and district heating (<code>technology_data_for_el_and_dh.json</code>)</li> <li>Technology data for energy storage (<code>technology_datasheet_for_energy_storage.json</code>)</li> <li>Specific technologies, including gas turbines, heat pumps, and lithium-ion batteries.</li> </ul> </li> <li><strong><code>Data Models</code>:</strong> JSON files representing data models for different workflows: <ul> <li>FINE framework models (<code>fine_dd.json</code>, <code>fine_merra_comparison.json</code>)</li> <li>REMix framework models (<code>REMix_dd.json</code>, <code>remix_readRemixCsv.json</code>)</li> </ul> </li> </ul> </li> <li><strong><code>Workflows</code></strong> <ul> <li><strong><code>FINE Workflow</code></strong> and <strong><code>REMix Workflow</code></strong>: Workflow configuration files for each framework, implementing the transformations and data processing steps.</li> </ul> </li> <li><strong><code>Shared Data</code></strong> <ul> <li>Contains <code>.xlsx</code> and <code>.csv</code> datasets shared across workflows: <ul> <li>Renewable fuels data (<code>data_sheets_for_renewable_fuels.xlsx</code>)</li> <li>Technology data for electricity, heat, and storage (<code>technology_data_for_el_and_dh.xlsx</code>, <code>technology_datasheet_for_energy_storage.xlsx</code>)</li> <li>High-resolution generation data for Germany from renewables.ninja, including solar PV and wind (<code>ninja_pv_country_DE_merra-2_corrected.csv</code>, <code>ninja_wind_country_DE_current-merra-2_corrected.csv</code>).</li> </ul> </li> </ul> </li> <li><strong><code>README.md</code></strong>: General project instructions and usage guidelines.</li> </ul> <h3>License</h3> All source code is licensed under the BSD 3-Clause License, including the jupyter notebooks. All input data from the Danish Energy Agency and Renewables Ninja have their respective licenses specified in accompanying license files. All other data is licensed under CC-BY 4.0 Attribution 4.0 International. Copyright (C) 2023-2024 FZJ-ICE-2 and Deutsches Zentrum für Luft- und Raumfahrt <h3>Acknowledgement</h3> The authors would like to thank the Federal Ministry for Economic Affairs and Climate Action of Germany (BMWK) for supporting this work with a grant for the project LOD-GEOSS (03EI1005A-G). Furthermore, the authors are grateful to the German federal government, the German state governments, and the Joint Science Conference (GWK) for their funding and support as part of the NFDI4Ing consortium, managed by the German Research Foundation (DFG) – 442146713. This work was also supported by the Helmholtz Association as part of the program "Energy System Design".BMWK03EI1005A-GGWK/DFG442146713Helmholtz AssociationEnergy System Design