Advanced Engineering Materials

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

Bernd Bayerlein 1
Jörg Waitelonis 2
Henk Birkholz 3
Matthias Jung 4
Markus Schilling 1
Philipp Von Hartrott 4
Marian Bruns 5
Joerg Schaarschmidt 6
Kristian Beilke 7
Marcel Mutz 8
Vincent Nebel 8
Veit Königer 9
Lisa Beran 10
Tobias Kraus 10, 11
Akhilesh Vyas 12
Lars M. VOGT 12
Moritz Blum 13
Basil Ell 13, 14
Ya Fan Chen 15
T Waurischk 1
Akhil Thomas 4
Ali Durmaz 4
Sahar Ben Hassine 16
Carina Fresemann 16
Gordian Dziwis 17
Hossein Beygi Nasrabadi 1
Thomas Hanke 4
Melissa Telong 1
Stephan Pirskawetz 1
Mohamed Kamal 18
Thomas Bjarsch 19
Ursula Pähler 20
Peter Hofmann 20
Mena Leemhuis 21
Özgür Özçep 22
Lars-Peter Meyer 17
B. Skrotzki 1
Jörg Neugebauer 5
Wolfgang Wenzel 6
HARALD SACK 2
Chris Eberl 4
Pedro Dolabella Portella 4
L. Mädler 3, 23
Peter Gumbsch 4, 6
Show full list: 45 authors
8
 
August‐Wilhelm Scheer Institute for Digital Products and Processes gGmbH Uni Campus Nord D 5 1 66123 Saarbrücken Germany
9
 
Materials Research Institute (IMFAA) Aalen University 73430 Aalen Germany
12
 
TIB Leibniz Information Centre for Science and Technology Welfengarten 1B 30167 Hannover Germany
17
 
Institut für Angewandte Informatik (InfAI) Goerdelerring 9 04109 Leipzig Germany
20
 
Centre for Applied Research, Applied Computer Science & Bionics ‐ Technology Campus Freyung Deggendorf Institute of Technology (DIT) Dieter‐Görlitz‐Platz 1 94469 Deggendorf Germany
Publication typeJournal Article
Publication date2024-12-18
scimago Q1
SJR0.808
CiteScore5.7
Impact factor3.4
ISSN14381656, 15272648
Abstract

This article describes advancements in the ongoing digital transformation in materials science and engineering. It is driven by domain‐specific successes and the development of specialized digital data spaces. There is an evident and increasing need for standardization across various subdomains to support science data exchange across entities. The MaterialDigital Initiative, funded by the German Federal Ministry of Education and Research, takes on a key role in this context, fostering collaborative efforts to establish a unified materials data space. The implementation of digital workflows and Semantic Web technologies, such as ontologies and knowledge graphs, facilitates the semantic integration of heterogeneous data and tools at multiple scales. Central to this effort is the prototyping of a knowledge graph that employs application ontologies tailored to specific data domains, thereby enhancing semantic interoperability. The collaborative approach of the Initiative's community provides significant support infrastructure for understanding and implementing standardized data structures, enhancing the efficiency of data‐driven processes in materials development and discovery. Insights and methodologies developed via the MaterialDigital Initiative emphasize the transformative potential of ontology‐based approaches in materials science, paving the way toward simplified integration into a unified, consolidated data space of high value.

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