journal article·2025-04Open access

Concepts for a Semantically Accessible Materials Data Space: Overview over Specific Implementations in Materials Science

Bernd Bayerlein, Jörg Waitelonis, Henk Birkholz, Matthias Jung, Markus Schilling, Philipp v. Hartrott, Marian Bruns, Jörg Schaarschmidt, Kristian Beilke, Marcel Mutz, Vincent Nebel, Veit Königer, Lisa Beran, Tobias Kraus, Akhilesh Vyas, Lars Vogt, Moritz Blum, Basil Ell, Ya‐Fan Chen, Tina Waurischk, Akhil Thomas, Ali Riza Durmaz, Sahar Ben Hassine, Carina Fresemann, Gordian Dziwis, Hossein Beygi Nasrabadi, Thomas Hanke, Melissa Telong, Stephan Pirskawetz, Mohamed Kamal, Thomas Bjarsch, Ursula Pähler, Peter Hofmann, Mena Leemhuis, Özgür L. Özçep, Lars‐Peter Meyer, Birgit Skrotzki, Jörg Neugebauer, Wolfgang Wenzel, Harald Sack, Chris Eberl, Pedro Dolabella Portella, Tilmann Hickel, Lutz Mädler, Peter Gumbsch

Advanced Engineering Materials· Volume 27· Issue 8

Abstract

Semantic Data Integrations Data management in materials science traditionally relies on independent databases, making cross-domain analysis challenging due to the magnitude, diffuse character, and lack of specificity of relevant data. In article number 2401092, Bernd Bayerlein and co-workers discuss how subdomain data spaces—represented by ascending blocks—unlock their potential, making knowledge more visible, accessible, and interoperable. Semantic Web technologies enable structured access to heterogeneous data, tools, and knowledge through ontologies and cross-domain knowledge graphs.
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Research context

OpenAlex topics: Machine Learning in Materials Science · Advanced Materials Characterization Techniques · Electron and X-Ray Spectroscopy Techniques

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Affiliations

Bundesanstalt für Materialforschung und‐prüfung (BAM) Unter den Eichen 87 12205 Berlin Germany

Leibniz Institute for Information Infrastructure (FIZ Karlsruhe) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

Leibniz‐Institute for Materials Engineering ‐ IWT Badgasteiner Str. 3 28359 Bremen Germany

Fraunhofer Institute for Mechanics of Materials (IWM) Wöhlerstr. 11 79108 Freiburg Germany

Max Planck Institute for Sustainable Materials Max‐Planck‐Straße 1 40237 Düsseldorf Germany

Karlsruhe Institute of Technology (KIT) Hermann‐von‐Helmholtz‐Platz 1 76344 Eggenstein‐Leopoldshafen Germany

Fraunhofer Institute for Applied and Integrated Security (AISEC) Lichtenbergstraße 11 85748 Garching Germany

August‐Wilhelm Scheer Institute for Digital Products and Processes gGmbH Uni Campus Nord D 5 1 66123 Saarbrücken Germany

Materials Research Institute (IMFAA) Aalen University 73430 Aalen Germany

INM — Leibniz‐Institute for New Materials gGmbH Campus D2 2 66123 Saarbrücken Germany

Colloid and Interface Chemistry Saarland University 66123 Saarbrücken Germany

TIB Leibniz Information Centre for Science and Technology Welfengarten 1B 30167 Hannover Germany

CITEC Bielefeld University Inspiration 1 33619 Bielefeld Germany

Department of Informatics University of Oslo Gaustadalléen 23B 0373 Oslo Norway

Otto Schott Institute of Materials Research Friedrich Schiller University Jena Löbdergraben 32 07743 Jena Germany

Industrial Information Technology Technische Universität Berlin (TU Berlin) Pascalstr. 8‐9 10587 Berlin Germany

Institut für Angewandte Informatik (InfAI) Goerdelerring 9 04109 Leipzig Germany

Institute of Digital and Autonomous Construction (IDAC) Hamburg University of Technology Blohmstraße 15 21079 Hamburg Germany

Fraunhofer Institute for Casting, Composite and Processing Technology IGCV Am Technologiezentrum 2 86159 Augsburg Germany

Centre for Applied Research, Applied Computer Science & Bionics ‐ Technology Campus Freyung Deggendorf Institute of Technology (DIT) Dieter‐Görlitz‐Platz 1 94469 Deggendorf Germany

Institute of Information Systems University of Lübeck Ratzeburger Allee 160 23562 Lübeck Germany

Institute of Humanities‐Centered Artificial Intelligence University of Hamburg Warburgstraße 28 20354 Hamburg Germany

Department of Production Engineering University of Bremen Badgasteiner Straße 3 28359 Bremen Germany

References

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