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

被引：0

作者：

Bayerlein, Bernd ^{[1
]}

Waitelonis, Joerg ^{[2
]}

Birkholz, Henk ^{[3
]}

Jung, Matthias ^{[4
]}

Schilling, Markus ^{[1
]}

Hartrott, Philipp V. ^{[4
]}

Bruns, Marian ^{[5
]}

Schaarschmidt, Joerg ^{[6
]}

Beilke, Kristian ^{[7
]}

Mutz, Marcel ^{[8
]}

Nebel, Vincent ^{[8
]}

Koeniger, Veit ^{[9
]}

Beran, Lisa ^{[10
]}

Kraus, Tobias ^{[10
,11
]}

Vyas, Akhilesh ^{[12
]}

Vogt, Lars ^{[12
]}

Blum, Moritz ^{[13
]}

Ell, Basil ^{[13
,14
]}

Chen, Ya-Fan ^{[15
]}

Waurischk, Tina ^{[1
]}

Thomas, Akhil ^{[4
]}

Durmaz, Ali Riza ^{[4
]}

Ben Hassine, Sahar ^{[16
]}

Fresemann, Carina ^{[16
]}

Dziwis, Gordian ^{[17
]}

Nasrabadi, Hossein Beygi ^{[1
]}

Hanke, Thomas ^{[4
]}

Telong, Melissa ^{[1
]}

Pirskawetz, Stephan ^{[1
]}

Kamal, Mohamed ^{[18
]}

Bjarsch, Thomas ^{[19
]}

Paehler, Ursula ^{[20
]}

Hofmann, Peter ^{[20
]}

Leemhuis, Mena ^{[21
]}

Oezcep, oezguer L. ^{[22
]}

Meyer, Lars-Peter ^{[17
]}

Skrotzki, Birgit ^{[1
]}

Neugebauer, Joerg ^{[5
]}

Wenzel, Wolfgang ^{[6
]}

Sack, Harald ^{[2
]}

Eberl, Chris ^{[4
]}

Portella, Pedro Dolabella ^{[4
]}

Hickel, Tilmann ^{[1
]}

Maedler, Lutz ^{[3
,23
]}

Gumbsch, Peter ^{[4
,6
]}

机构：

[1] Bundesanstalt Mat Forsch & Prufung BAM, Unter Eichen 87, D-12205 Berlin, Germany

[2] Leibniz Inst Informat Infrastruct FIZ Karlsruhe, Hermann von Helmholtz Pl 1, D-76344 Eggenstein Leopoldshafen, Germany

[3] Leibniz Inst Mat Engn IWT, Badgasteiner Str 3, D-28359 Bremen, Germany

[4] Fraunhofer Inst Mech Mat IWM, Wohler Str 11, D-79108 Freiburg, Germany

[5] Max Planck Inst Sustainable Mat, Max Planck Str 1, D-40237 Dusseldorf, Germany

[6] Karlsruhe Inst Technol KIT, Hermann von Helmholtz Pl 1, D-76344 Eggenstein Leopoldshafen, Germany

[7] Fraunhofer Inst Appl & Integrated Secur AISEC, Lichtenberg Str 11, D-85748 Garching, Germany

[8] August Wilhelm Scheer Inst Digitale Prod & Proc Gm, Uni Campus Nord D 5 1, D-66123 Saarbrucken, Germany

[9] Aalen Univ, Mat Res Inst IMFAA, D-73430 Aalen, Germany

[10] INM Leibniz Inst New Mat gGmbH, Campus D2 2, D-66123 Saarbrucken, Germany

[11] Saarland Univ, Colloid & Interface Chem, D-66123 Saarbrucken, Germany

[12] TIB Leibniz Informat Ctr Sci & Technol, Welfengarten 1B, D-30167 Hannover, Germany

[13] Bielefeld Univ, CITEC, Inspiration 1, D-33619 Bielefeld, Germany

[14] Univ Oslo, Dept Informat, Gaustadalleen 23B, N-0373 Oslo, Norway

[15] Friedrich Schiller Univ Jena, Otto Schott Inst Mat Res, Lobdergraben 32, D-07743 Jena, Germany

[16] Tech Univ Berlin TU Berlin, Ind Informat Technol, Pascal Str 8 9, D-10587 Berlin, Germany

[17] Inst Angew Informat InfAI, Goerdelerring 9, D-04109 Leipzig, Germany

[18] Hamburg Univ Technol, Inst Digital & Autonomous Construct IDAC, Blohm Str 15, D-21079 Hamburg, Germany

[19] Fraunhofer Inst Casting Composite & Proc Technol I, Technol Zentrum 2, D-86159 Augsburg, Germany

[20] Deggendorf Inst Technol, Ctr Appl Res Appl Comp Sci & Bion Technol, Campus Freyung,Dieter Gorlitz Pl 1, Deggendorf, Germany

[21] Univ Lubeck, Inst Informat Syst, Ratzeburger Allee 160, D-23562 Lubeck, Germany

[22] Univ Hamburg, Inst Humanities Centered Artificial Intelligence, Warburg Str 28, D-20354 Hamburg, Germany

[23] Univ Bremen, Dept Prod Engn, Badgasteiner Str 3, D-28359 Bremen, Germany

来源：

ADVANCED ENGINEERING MATERIALS | 2024年

关键词：

data spaces; knowledge graphs; knowledge representations; materials science and engineering; Platform Materialdigital; semantic data integrations; semantic interoperabilities; CHALLENGES;

D O I：

10.1002/adem.202401092

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

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.

引用

页数：25

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