[HTML][HTML] Making knowledge graphs work for smart manufacturing: Research topics, applications and prospects

Y Wan, Y Liu, Z Chen, C Chen, X Li, F Hu… - Journal of Manufacturing …, 2024 - Elsevier
Smart manufacturing (SM) confronts several challenges inherently suited to knowledge
graphs (KGs) capabilities. The first key challenge lies in the synthesis of complex and varied …

Semantic web and machine learning techniques addressing semantic interoperability in Industry 4.0

MM Hafidi, M Djezzar, M Hemam, FZ Amara… - International Journal of …, 2023 - emerald.com
Purpose This paper aims to offer a comprehensive examination of the various solutions
currently accessible for addressing the challenge of semantic interoperability in cyber …

Machine learning with domain knowledge for predictive quality monitoring in resistance spot welding

B Zhou, T Pychynski, M Reischl, E Kharlamov… - Journal of Intelligent …, 2022 - Springer
Digitalisation trends of Industry 4.0 and Internet of Things led to an unprecedented growth of
manufacturing data. This opens new horizons for data-driven methods, such as Machine …

Executable knowledge graphs for machine learning: a Bosch case of welding monitoring

Z Zheng, B Zhou, D Zhou, X Zheng, G Cheng… - International Semantic …, 2022 - Springer
Data analysis including ML are essential to extract insights from production data in modern
industries. However, industrial ML is affected by: the low transparency of ML towards non …

Ontology reshaping for knowledge graph construction: applied on Bosch welding case

D Zhou, B Zhou, Z Zheng, A Soylu, G Cheng… - International Semantic …, 2022 - Springer
Automatic knowledge graph (KG) construction is widely used in industry for data integration
and access, and there are several approaches to enable (semi-) automatic construction of …

Enhancing knowledge graph generation with ontology reshaping–Bosch case

D Zhou, B Zhou, Z Zheng, EV Kostylev… - European Semantic …, 2022 - Springer
Enhancing Knowledge Graph Generation with Ontology Reshaping – Bosch Case |
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The data value quest: a holistic semantic approach at Bosch

B Zhou, Z Zheng, D Zhou, G Cheng… - European Semantic …, 2022 - Springer
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Semantic modeling, development and evaluation for the resistance spot welding industry

M Yahya, B Zhou, JG Breslin, MI Ali… - IEEE Access, 2023 - ieeexplore.ieee.org
The ongoing industrial revolution termed Industry 4.0 (I4. 0) has borne witness to a series of
profound changes towards increasing smart automation, particularly in the industrial sectors …

Towards generalized welding ontology in line with ISO and knowledge graph construction

M Yahya, B Zhou, Z Zheng, D Zhou, JG Breslin… - European Semantic …, 2022 - Springer
Towards Generalized Welding Ontology in Line with ISO and Knowledge Graph Construction |
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Query-based industrial analytics over knowledge graphs with ontology reshaping

Z Zheng, B Zhou, D Zhou, G Cheng… - European Semantic …, 2022 - Springer
Industrial analytics that includes among others equipment diagnosis and anomaly detection
heavily relies on integration of heterogeneous production data. Knowledge Graphs (KGs) as …