Data science methods and tools for industry 4.0: A systematic literature review and taxonomy

HM Arruda, RS Bavaresco, R Kunst, EF Bugs… - Sensors, 2023 - mdpi.com
The Fourth Industrial Revolution, also named Industry 4.0, is leveraging several modern
computing fields. Industry 4.0 comprises automated tasks in manufacturing facilities, which …

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 …

Federated learning framework coping with hierarchical heterogeneity in cooperative its

R Song, L Zhou, V Lakshminarasimhan… - 2022 IEEE 25th …, 2022 - ieeexplore.ieee.org
Deep learning is a key approach for the environment perception function of Cooperative
Intelligent Transportation Systems (C-ITS) with autonomous vehicles and smart traffic …

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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Scaling usability of ML analytics with knowledge graphs: exemplified with a Bosch welding case

B Zhou, D Zhou, J Chen, Y Svetashova… - Proceedings of the 10th …, 2021 - dl.acm.org
Automated welding is heavily used in the automotive industry to produce car bodies by
connecting metal parts with welding spots. Modern welding solutions and manufacturing …

Scaling data science solutions with semantics and machine learning: Bosch case

B Zhou, N Nikolov, Z Zheng, X Luo, O Savkovic… - International Semantic …, 2023 - Springer
Abstract Industry 4.0 and Internet of Things (IoT) technologies unlock unprecedented
amount of data from factory production, posing big data challenges in volume and variety. In …

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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