Publications

Evgeny Bobrov, Reyna Broadhurst, Neil Byers, Christopher Erdmann, Francoise Genova, Maggie Hellström, Jennifer Kemp, Iratxe Puebla, und FORCE11 Data Usage Typologies Working Group. Typology of Data Uses: An output of the FORCE11 Data Usage Typologies Working Group. Zenodo, März 2026. [PUMA: forschungsdaten metadata metrics statistics dataUsage] URL

Marvin Carl May, Lars Kiefer, Andreas Kuhnle, und Gisela Lanza. Ontology-based production simulation with ontologysim. Applied Sciences, (12)3:1608, MDPI, 2022. [PUMA: forschungsdaten metadata ontologie simulation tools]

Asha D Palihakkara, Carlos A Osorio-Sandoval, und Walid Tizani. A review of the application of ontologies and semantic web for building information modelling and digital twins based construction management. J Inform Technol Construction (ITcon), (30):1208--1243, 2025. [PUMA: metadata digitalTwin ontologie building semanticWeb]

Patrick Sapel, Lina Molinas Comet, Iraklis Dimitriadis, Christian Hopmann, und Stefan Decker. A review and classification of manufacturing ontologies. Journal of intelligent manufacturing, (36)6:3669--3693, Springer, 2025. [PUMA: metadata ontologie produktion]

Ezekiel B Ouedraogo, Ammar Hawbani, Xingfu Wang, Zhi Liu, Liang Zhao, Mohammed AA Al qaness, und Saeed Hamood Alsamhi. Digital twin data management: a comprehensive review. IEEE Transactions on Big Data, (11)5:2224--2243, IEEE, 2025. [PUMA: forschungsdaten metadata digitalTwin]

Jiaoyan Chen, Olga Mashkova, Fernando Zhapa-Camacho, Robert Hoehndorf, Yuan He, und Ian Horrocks. Ontology embedding: a survey of methods, applications and resources. IEEE Transactions on Knowledge and Data Engineering, IEEE, 2025. [PUMA: overview ontologie embedding]

Jiayi Li, Daniel Garijo, und Mar\'ıa Poveda-Villalón. Large language models for ontology engineering: a systematic literature review. Semantic Web Journal, (20)x:1--45, 2025. [PUMA: metadata ontologie engineering llm]

Bernd Bayerlein, Markus Schilling, Henk Birkholz, Matthias Jung, Jörg Waitelonis, Lutz Mädler, und Harald Sack. PMD Core Ontology: Achieving semantic interoperability in materials science. Materials & Design, (237):112603, Elsevier, 2024. [PUMA: metadata ontologie materialwissenschaften]

SOFIA Data Center. Atmospheric transmission models for FIFI-LS: altitude 35kft, 39deg O3. DaRUS, 2026. [PUMA: test] URL

Matthias Ruf, Tim Teutsch, Stefan Alber, Holger Steeb, und Wolfram Ressel. micro-XRCT data sets of a stone mastic asphalt drill core before and after a uniaxial compression test (sample 2): sample 2-1. JoDaKISS - Journal of Data- and Knowledge-integrated Simulation Science, (1)Centre pour la Communication Scientifique Directe (CCSD), März 2025. [PUMA: JoDaKISS] URL

Nicholas Tierney, Chitra Saraswati, Aarathy Babu, Michael Lydeamore, und Nick Golding. conmat: generate synthetic contact matrices for a given age-stratified population. Journal of Open Source Software, (11)118:8326, The Open Journal, Februar 2026. [PUMA: JOSS] URL

Rebecca Kohlhaas, Maria Fernanda Morales Oreamuno, und Alina Lacheim. BayesValidRox 2.0.0. JoDaKISS - Journal of Data- and Knowledge-integrated Simulation Science, (1)Centre pour la Communication Scientifique Directe (CCSD), Juli 2025. [PUMA: JoDaKISS] URL

David Schneider. Replication Data for: Data-Parallel PU-RBF Interpolation. JoDaKISS - Journal of Data- and Knowledge-integrated Simulation Science, (2)Centre pour la Communication Scientifique Directe (CCSD), Februar 2026. [PUMA: JoDaKISS] URL

Sarbani Roy, Fangfang Wang, und Karoline Weinspach. Integration Scripts for DFG Classification for Dataverse-based Repositories. 2025. [PUMA: myown]

Karoline Weinspach. Training dataset for AI-supported subject indexing of research data with DFG classification. 2025. [PUMA: myown]

Rudolf Wittner, Cecilia Mascia, Matej Gallo, Francesca Frexia, Heimo Müller, Markus Plass, Jörg Geiger, und Petr Holub. Lightweight Distributed Provenance Model for Complex Real--world Environments. Scientific Data, (9)1:503, 17.08.2022. [PUMA: provenance metadata profile prov] URL

Soo-Yon Kim, Martin Görz, und Sandra Geisler. KONDA: An LLM-based Tool for Semantic Annotation and Knowledge Graph Creation Using Ontologies for Research Data. Zenodo, August 2025. [PUMA: forschungsdaten metadata AI tools LLM] URL

Hafiz Muhammad Noman, und Michael Selzer. Enhancing Multiscale Simulation Data Management with Domain Ontologies and an ELN: Addressing Challenges and Implementing Strategies. Data Science Journal, September 2025. [PUMA: metadata ontologie simulation nfdi4ing multiscale]

Alexander S. Behr, Diana Chernenko, Dominik Koßmann, Arjun Neyyathala, Schirin Hanf, Stephan A. Schunk, und Norbert Kockmann. Generating knowledge graphs through text mining of catalysis research related literature. Catal. Sci. Technol., (14)19:5699-5713, The Royal Society of Chemistry, 2024. [PUMA: enrichment NLP forschungsdaten metadata ontologie AI catalysis extraction] URL

Antonia Schier, Oliver Vettermann, Oliver Watteler, und Ulrich Sax. FAIR-Prinzipien und Datenschutz | Factsheet 3 - Data Linkage: FAIR und datenschutzkonform. Zenodo, Juli 2025. [PUMA: Verknüpfung forschungsdaten FAIR rechtlicheFragestellungen Datenschutz] URL