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    <title language="eng">Ontology‐Based Digital Infrastructure for Data‐Driven Glass Development</title>
    <abstract language="eng">The development of new glasses is often hampered by inefficient trial‐and‐error approaches. The traditional glass manufacturing process is not only time‐consuming, but also difficult to reproduce with inevitable variations in process parameters. These challenges are addressed by implementing an ontology‐based digital infrastructure coupled with a robotic melting system. This system facilitates high‐throughput glass synthesis and ensures the collection of consistent process data. In addition, the digital infrastructure includes machine learning models for predicting glass properties and a tool for extracting patent information. Current glass databases have significant gaps in the relationships between compositions, process parameters, and properties due to inconsistent studies and nonconforming units. In addition, process parameters are often omitted, and even original literature references provide limited information. By continuously expanding the database with consistent, high‐quality data, it is aimed to fill these gaps and accelerate the glass development process.</abstract>
    <parentTitle language="eng">Advanced Engineering Materials</parentTitle>
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    <title language="eng">Concepts for a Semantically Accessible Materials Data Space: Overview over Specific Implementations in Materials Science</title>
    <abstract language="eng">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.</abstract>
    <parentTitle language="eng">Advanced Engineering Materials</parentTitle>
    <identifier type="doi">10.1002/adem.202401092</identifier>
    <identifier type="issn">1527-2648</identifier>
    <identifier type="urn">urn:nbn:de:kobv:b43-622952</identifier>
    <enrichment key="opus_doi_flag">true</enrichment>
    <enrichment key="local_crossrefDocumentType">journal-article</enrichment>
    <enrichment key="opus.source">publish</enrichment>
    <enrichment key="date_peer_review">06.01.2025</enrichment>
    <licence>Creative Commons - CC BY - Namensnennung 4.0 International</licence>
    <author>Bernd Bayerlein</author>
    <author>Jörg Waitelonis</author>
    <author>Henk Birkholz</author>
    <author>Matthias Jung</author>
    <author>Markus Schilling</author>
    <author>Philipp v. Hartrott</author>
    <author>Marian Bruns</author>
    <author>Jörg Schaarschmidt</author>
    <author>Kristian Beilke</author>
    <author>Marcel Mutz</author>
    <author>Vincent Nebel</author>
    <author>Veit Königer</author>
    <author>Lisa Beran</author>
    <author>Tobias Kraus</author>
    <author>Akhilesh Vyas</author>
    <author>Lars Vogt</author>
    <author>Moritz Blum</author>
    <author>Basil Ell</author>
    <author>Ya‐Fan Chen</author>
    <author>Tina Waurischk</author>
    <author>Akhil Thomas</author>
    <author>Ali Riza Durmaz</author>
    <author>Sahar Ben Hassine</author>
    <author>Carina Fresemann</author>
    <author>Gordian Dziwis</author>
    <author>Hossein Beygi Nasrabadi</author>
    <author>Thomas Hanke</author>
    <author>Melissa Telong</author>
    <author>Stephan Pirskawetz</author>
    <author>Mohamed Kamal</author>
    <author>Thomas Bjarsch</author>
    <author>Ursula Pähler</author>
    <author>Peter Hofmann</author>
    <author>Mena Leemhuis</author>
    <author>Özgür L. Özçep</author>
    <author>Lars‐Peter Meyer</author>
    <author>Birgit Skrotzki</author>
    <author>Jörg Neugebauer</author>
    <author>Wolfgang Wenzel</author>
    <author>Harald Sack</author>
    <author>Chris Eberl</author>
    <author>Pedro Dolabella Portella</author>
    <author>Tilmann Hickel</author>
    <author>Lutz Mädler</author>
    <author>Peter Gumbsch</author>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Semantic Interoperability</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Data Spaces</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>Integration Workflows</value>
    </subject>
    <subject>
      <language>eng</language>
      <type>uncontrolled</type>
      <value>MaterialDigital</value>
    </subject>
    <collection role="ddc" number="620">Ingenieurwissenschaften und zugeordnete Tätigkeiten</collection>
    <collection role="institutes" number="">5 Werkstofftechnik</collection>
    <collection role="institutes" number="">5.2 Metallische Hochtemperaturwerkstoffe</collection>
    <collection role="institutes" number="">5.6 Glas</collection>
    <collection role="institutes" number="">6 Materialchemie</collection>
    <collection role="institutes" number="">6.4 Materialinformatik</collection>
    <collection role="institutes" number="">7 Bauwerkssicherheit</collection>
    <collection role="institutes" number="">7.1 Baustoffe</collection>
    <collection role="themenfelder" number="">Umwelt</collection>
    <collection role="themenfelder" number="">Circular Economy</collection>
    <collection role="themenfelder" number="">Material</collection>
    <collection role="literaturgattung" number="">Verlagsliteratur</collection>
    <collection role="fulltextaccess" number="">Datei für die Öffentlichkeit verfügbar ("Open Access")</collection>
    <collection role="unnumberedseries" number="">Wissenschaftliche Artikel der BAM</collection>
    <collection role="themenfelder" number="">Materialdesign</collection>
    <thesisPublisher>Bundesanstalt für Materialforschung und -prüfung (BAM)</thesisPublisher>
    <file>https://opus4.kobv.de/opus4-bam/files/62295/Adv Eng Mater - 2024 - Bayerlein.pdf</file>
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