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A review study on the application of knowledge graphs in the field of intelligent manufacturing
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Chunhua XIN, Yanan WU, Lixuan WANG
Chinese Journal of Construction Machinery | 2025, 23(2) : 194 - 198
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Chinese Journal of Construction Machinery | 2025, 23(2): 194-198
Basic Theory and Key Technique
A review study on the application of knowledge graphs in the field of intelligent manufacturing
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Chunhua XIN, Yanan WU, Lixuan WANG
Affiliations
  • School of Management, China University of Mining and Technology, Beijing 100083, China
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To thoroughly explore the extensive applications and prospects of knowledge graphs in the domain of intelligent manufacturing, aiming to support the sustained development of the manufacturing industry, the domain of intelligent manufacturing has been categorized into four dimensions: vertical industry applications, manufacturing process applications, domain graph construction technology, and intelligent services. Through this study, the significance of knowledge graphs in driving the evolution of intelligent manufacturing is reviewed. Furthermore, a framework for an intelligent manufacturing knowledge graph, rooted in manufacturing domain knowledge data, is proposed. This framework encompasses three key modules: manufacturing domain data, graph construction, and intelligent services, providing theoretical support for the continuous upgrading of intelligent manufacturing. Research findings emphasize the crucial role of knowledge graphs in advancing the intelligence of the manufacturing industry and the broad potential of knowledge graphs in the field of intelligent manufacturing. Additionally, an outlook on future research directions for knowledge graphs in the domain of intelligent manufacturing is suggested, with a focus on exploring the integration of domain graphs with next-generation artificial intelligence technologies to propel the continuous innovation and intelligent evolution of manufacturing.

intelligent manufacturing  /  knowledge graph  /  artificial intelligence  /  knowledge graph architecture in intelligent manufacturing
Chunhua XIN, Yanan WU, Lixuan WANG. A review study on the application of knowledge graphs in the field of intelligent manufacturing[J]. Chinese Journal of Construction Machinery, 2025 , 23 (2) : 194 -198 .
Year 2025 volume 23 Issue 2
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  • Online Date:2025-12-16
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    School of Management, China University of Mining and Technology, Beijing 100083, China
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多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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