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  4. Using Knowledge Graphs and Human-Centric Artificial Intelligence for Reconfigurable Supply Chains: A Research Framework
 
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2022
Journal Article
Title

Using Knowledge Graphs and Human-Centric Artificial Intelligence for Reconfigurable Supply Chains: A Research Framework

Abstract
Reconfigurable supply chains received increasing interest from academia and industry in the past years, especially because recent events such as the COVID-19 pandemic revealed the vulnerability of present supply chains. Especially the rapid digitalization and the emergence of artificial intelligence in supply chain management create new opportunities for implementing reconfigurable supply chains. In this paper, we propose a concept that uses a knowledge graph and graph-based artificial intelligence to recommend reconfigurations of the supply chain. Due to the importance of these strategic decisions, the concept considers a human-centric approach using a recommender system. The knowledge graph exploits the inherent graph structure of supply chains to create a machine-readable and human-understandable database that also supports reasoning. Finally, we provide three research hypotheses and examine the integration of open-source knowledge graphs and news monitoring tools.
Author(s)
Rolf, Benjamin
Mebarki, Nasser
Lang, Sebastian  
Fraunhofer-Institut für Fabrikbetrieb und -automatisierung IFF  
Reggelin, Tobias
Cardin, Olivier
Mouchère, Harold
Dolgui, Alexandre B.
Journal
IFAC-PapersOnLine  
Conference
Conference on Manufacturing Modelling, Management and Control 2022  
Open Access
DOI
10.1016/j.ifacol.2022.09.641
Additional link
Full text
Language
English
Fraunhofer-Institut für Fabrikbetrieb und -automatisierung IFF  
Keyword(s)
  • Graph neural networks

  • Human-centric artificial intelligence

  • Knowledge graphs

  • Open data

  • Reconfigurable supply chains

  • Supply chain management

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