TY - JOUR
T1 - A framework for merging ontologies in the context of smart factories
AU - Ocker, Felix
AU - Vogel-Heuser, Birgit
AU - Paredis, Christiaan J.J.
N1 - Publisher Copyright:
© 2021 The Author(s)
PY - 2022/2
Y1 - 2022/2
N2 - Current trends, such as individualization, increasing complexity, and specialization, require digitization in engineering and production. However, digitization by itself often leads to so-called data silos, which cannot be leveraged effectively when designing and operating smart factories due to the heterogeneity of the information available. This paper presents a framework for (semi-)automatically merging the highly reusable terminological components of production ontologies in an a posteriori way. The framework combines translations, domain-specific vocabularies, and inconsistency checks with syntactic, terminological, and structural analyses to integrate knowledge representations formalized in the Web Ontology Language. Integrating heterogeneous knowledge representations in the production domain can improve support systems for engineers, increase awareness of interdependencies, and enable unambiguous communication in smart factories.
AB - Current trends, such as individualization, increasing complexity, and specialization, require digitization in engineering and production. However, digitization by itself often leads to so-called data silos, which cannot be leveraged effectively when designing and operating smart factories due to the heterogeneity of the information available. This paper presents a framework for (semi-)automatically merging the highly reusable terminological components of production ontologies in an a posteriori way. The framework combines translations, domain-specific vocabularies, and inconsistency checks with syntactic, terminological, and structural analyses to integrate knowledge representations formalized in the Web Ontology Language. Integrating heterogeneous knowledge representations in the production domain can improve support systems for engineers, increase awareness of interdependencies, and enable unambiguous communication in smart factories.
KW - Knowledge representation
KW - Ontology merging
KW - Smart factories
UR - http://www.scopus.com/inward/record.url?scp=85120986663&partnerID=8YFLogxK
U2 - 10.1016/j.compind.2021.103571
DO - 10.1016/j.compind.2021.103571
M3 - Article
AN - SCOPUS:85120986663
SN - 0166-3615
VL - 135
JO - Computers in Industry
JF - Computers in Industry
M1 - 103571
ER -