{"id":41654,"identifier":"JUELICH-DATA/VLBZIA","persistentUrl":"https://doi.org/10.26165/JUELICH-DATA/VLBZIA","protocol":"doi","authority":"10.26165","publisher":"Jülich DATA","publicationDate":"2025-12-06","storageIdentifier":"s3://10.26165/JUELICH-DATA/VLBZIA","datasetVersion":{"id":1046,"datasetId":41654,"datasetPersistentId":"doi:10.26165/JUELICH-DATA/VLBZIA","storageIdentifier":"s3://10.26165/JUELICH-DATA/VLBZIA","versionNumber":1,"versionMinorNumber":0,"versionState":"RELEASED","lastUpdateTime":"2025-12-06T08:31:52Z","releaseTime":"2025-12-06T08:31:52Z","createTime":"2025-12-04T14:21:29Z","license":"NONE","termsOfUse":"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. 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Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-2314-7107"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Benjamin Fuchs"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-7820-851X"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Julian 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Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0003-1113-0225"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Kevin Knosala"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-8825-5934"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Eugenio Arellano Ruiz"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0003-2508-3976"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Jan Göpfert"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0003-4722-4012"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Hans Christian Gils"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0001-6745-6609"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Jann M. Weinand"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0003-2948-876X"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Patrick Jochem"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"German Aerospace Center (DLR), Institute of Networked Energy Systems, 70563 Stuttgart, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-7486-4958"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Jochen Linßen"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0003-2805-2307"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Detlef Stolten"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum 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, Germany"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-1671-3262"}}]},{"typeName":"datasetContact","multiple":true,"typeClass":"compound","value":[{"datasetContactName":{"typeName":"datasetContactName","multiple":false,"typeClass":"primitive","value":"Kuckertz, Patrick"},"datasetContactAffiliation":{"typeName":"datasetContactAffiliation","multiple":false,"typeClass":"primitive","value":"Forschungszentrum Jülich GmbH, Institute of Energy and Climate Research – Jülich Systems Analysis, 52425 Jülich, Germany"},"datasetContactEmail":{"typeName":"datasetContactEmail","multiple":false,"typeClass":"primitive","value":"p.kuckertz@fz-juelich.de"}}]},{"typeName":"dsDescription","multiple":true,"typeClass":"compound","value":[{"dsDescriptionValue":{"typeName":"dsDescriptionValue","multiple":false,"typeClass":"primitive","value":"This 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.”\r\n\r\nIt 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.\r\n\r\n

Organization

\r\n\r\n

The project is organized into sections for DataDesc Annotations, Data Models, Workflows, and Shared Data.

\r\n\r\n\r\n\r\n

License

\r\n\r\nAll 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.\r\n\r\nCopyright (C) 2023-2024 FZJ-ICE-2 and Deutsches Zentrum für Luft- und Raumfahrt\r\n\r\n

Acknowledgement

\r\n\r\nThe 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\"."}}]},{"typeName":"subject","multiple":true,"typeClass":"controlledVocabulary","value":["Computer and Information Science"]},{"typeName":"keyword","multiple":true,"typeClass":"compound","value":[{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Software Coupling"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Data Integration"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Scientific Workflows"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Data Models"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Transformation Functions"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Metadata"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Reusability"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"Interoperability"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"DataDesc Schema"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"ioProc Workflow Manager"}}]},{"typeName":"language","multiple":true,"typeClass":"controlledVocabulary","value":["English"]},{"typeName":"grantNumber","multiple":true,"typeClass":"compound","value":[{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"BMWK"},"grantNumberValue":{"typeName":"grantNumberValue","multiple":false,"typeClass":"primitive","value":"03EI1005A-G"}},{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"GWK/DFG"},"grantNumberValue":{"typeName":"grantNumberValue","multiple":false,"typeClass":"primitive","value":"442146713"}},{"grantNumberAgency":{"typeName":"grantNumberAgency","multiple":false,"typeClass":"primitive","value":"Helmholtz Association"},"grantNumberValue":{"typeName":"grantNumberValue","multiple":false,"typeClass":"primitive","value":"Energy System Design"}}]},{"typeName":"depositor","multiple":false,"typeClass":"primitive","value":"Kuckertz, Patrick"},{"typeName":"dateOfDeposit","multiple":false,"typeClass":"primitive","value":"2025-12-04"}]},"fzj":{"displayName":"FZJ Metadata","fields":[{"typeName":"institute","multiple":true,"typeClass":"controlledVocabulary","value":["ICE-2"]},{"typeName":"pof4","multiple":true,"typeClass":"controlledVocabulary","value":["Effective System Transformation Pathways (POF4-1111)","Societally Feasible Transformation Pathways (POF4-1112)"]}]}},"files":[{"label":"01_data_processing.ipynb","restricted":false,"version":1,"datasetVersionId":1046,"dataFile":{"id":42045,"persistentId":"","pidURL":"","filename":"01_data_processing.ipynb","contentType":"application/x-ipynb+json","filesize":12957,"storageIdentifier":"s3://juelich_data:19af2c661f9-001c828296ce","rootDataFileId":-1,"checksum":{"type":"SHA-256","value":"6a4db477bba6ae642d268e9cd09467cc36f25a4ebd11f2cda9947558ffdbc868"},"creationDate":"2025-12-06"}},{"label":"02_model_calculation.ipynb","restricted":false,"version":1,"datasetVersionId":1046,"dataFile":{"id":42046,"persistentId":"","pidURL":"","filename":"02_model_calculation.ipynb","contentType":"application/x-ipynb+json","filesize":165524,"storageIdentifier":"s3://juelich_data:19af2c6634e-522154593e61","rootDataFileId":-1,"checksum":{"type":"SHA-256","value":"f2ed9516e9241dcfd9b2dada4486495f6bdceb75706d997de9de828e3bb6cdd6"},"creationDate":"2025-12-06"}},{"label":"05 Gas turb. 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