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Author:

Bi, Jing (Bi, Jing.) | Wu, Rina (Wu, Rina.) | Yuan, Haitao (Yuan, Haitao.) | Wang, Ziqi (Wang, Ziqi.) | Zhang, Jia (Zhang, Jia.) | Zhou, MengChu (Zhou, MengChu.)

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EI

Abstract:

The advent of smart manufacturing in Industry 4.0 signifies the arrival of the era of connections. As an excellent communication protocol, Object linking and embedding for Process Control Unified Architecture (OPC UA) can address most semantic heterogeneity issues. However, its semantics are not formally defined at the application layer. To address the information silo problem caused by semantic heterogeneity, a method named Querying of Ontology Mapping-based OPC UA (QOMOU) is proposed. It extracts the information models of OPC UA servers into resource description framework triples, utilizes web ontology language for semantic enrichment and inference, and employs a semantic similarity model for event ontology mapping to improve query efficiency. The method's effectiveness is validated through functional queries using the SPARQL protocol in Apache Jena. The query efficiency is 5% higher on average compared to both structured query and extensible markup languages. Moreover, by employing a keyword-matching algorithm, the query accuracy of the existing heterogeneous data integration scheme is improved by 4% on average. This enhancement can boost the operational efficiency of Internet of Things systems based on the OPC UA architecture. © 2024 IEEE.

Keyword:

Interoperability Ontology Data integration Structured Query Language Query languages Markup languages Smart manufacturing Latent semantic analysis

Author Community:

  • [ 1 ] [Bi, Jing]College of Computer, Beijing University of Technology, Beijing; 100124, China
  • [ 2 ] [Wu, Rina]College of Computer, Beijing University of Technology, Beijing; 100124, China
  • [ 3 ] [Yuan, Haitao]School of Automation Science and Electrical Engineering, Beihang University, Beijing; 100191, China
  • [ 4 ] [Wang, Ziqi]College of Computer, Beijing University of Technology, Beijing; 100124, China
  • [ 5 ] [Zhang, Jia]Southern Methodist University, Dept. of Computer Science in Lyle School of Engineering, Dallas; TX, United States
  • [ 6 ] [Zhou, MengChu]New Jersey Institute of Technology, Dept. of Electrical and Computer Engineering, Newark; NJ, United States

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ISSN: 1062-922X

Year: 2024

Page: 4674-4679

Language: English

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ESI Highly Cited Papers on the List: 0 Unfold All

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Chinese Cited Count:

30 Days PV: 23

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