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PMD Core Ontology: Achieving semantic interoperability in materials science

Bernd Bayerlein, Markus Schilling, Henk Birkholz, Matthias Jung, Jörg Waitelonis, Lutz Mädler, Harald Sack

2023Materials & Design56 citationsDOIOpen Access PDF

Abstract

Knowledge representation in the Materials Science and Engineering (MSE) domain is a vast and multi-faceted challenge: Overlap, ambiguity, and inconsistency in terminology are common. Invariant (consistent) and variant (context-specific) knowledge are difficult to align cross-domain. Generic top-level semantic terminology often is too abstract, while MSE domain terminology often is too specific. In this paper, an approach how to maintain a comprehensive MSE-centric terminology composing a mid-level ontology–the Platform MaterialDigital Core Ontology (PMDco)–via MSE community-based curation procedures is presented. The illustrated findings show how the PMDco bridges semantic gaps between high-level, MSE-specific, and other science domain semantics. Additionally, it demonstrates how the PMDco lowers development and integration thresholds. Moreover, the research highlights how to fuel it with real-world data sources ranging from manually conducted experiments and simulations with continuously automated industrial applications.

Topics & Concepts

TerminologyInteroperabilityComputer scienceOntologyAmbiguitySemantic interoperabilitySemantics (computer science)Upper ontologyDomain (mathematical analysis)Context (archaeology)Ontology engineeringInformation retrievalData scienceSemantic WebWorld Wide WebProgramming languageMathematicsLinguisticsEpistemologyPaleontologyMathematical analysisPhilosophyBiologySemantic Web and OntologiesBiomedical Text Mining and OntologiesData Quality and Management
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