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Chapitre D'ouvrage Année : 2023

Examining the Adoption of Knowledge Graphs in the Manufacturing Industry: A Comprehensive Review

Résumé

Abstract The integration of Knowledge Graphs (KGs) in the manufacturing industry can significantly enhance the efficiency and flexibility of production lines and improve product quality. By integrating and contextualizing information about devices, equipment, production resources, location, usage, and related data, KGs can be a powerful operational tool. Moreover, KGs can contribute to the intelligence of manufacturing processes by providing insights into the complex and competitive manufacturing landscape. This research work presents a comprehensive analysis of the current trends utilizing KG in the manufacturing sector. We provide an overview of the state of the art in KG applications in manufacturing and highlight the critical issues that need to be addressed to enable a successful implementation. Our research aims to contribute to advancing KG technology in manufacturing and realizing its full potential to enhance manufacturing operations and competitiveness.

Dates et versions

hal-04503760 , version 1 (13-03-2024)

Identifiants

Citer

Jorge Martinez-Gil, Thomas Hoch, Mario Pichler, Bernhard Heinzl, Bernhard Moser, et al.. Examining the Adoption of Knowledge Graphs in the Manufacturing Industry: A Comprehensive Review. Artificial Intelligence in Manufacturing, Springer Nature Switzerland, pp.55-70, 2023, ⟨10.1007/978-3-031-46452-2_4⟩. ⟨hal-04503760⟩
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