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Exploiting knowledge graphs in industrial products and services: A survey of key aspects, challenges, and future perspectives

  • Xinyu Li*
  • , Mengtao Lyu
  • , Zuoxu Wang
  • , Chun Hsien Chen
  • , Pai Zheng
  • *此作品的通讯作者
  • Nanyang Technological University
  • Hong Kong Polytechnic University

科研成果: 期刊稿件文献综述同行评审

摘要

The rapid development of information and communication technologies has enabled a value co-creation paradigm for developing industrial products and services, where massive heterogeneous data and multidisciplinary knowledge are generated and leveraged. In this context, Knowledge Graph (KG) emerges as a promising tool to elicit, fuse, process, and utilize numerous entities and relationships embedded in products and services, as well as their stakeholders. Nevertheless, to the best of the authors’ knowledge, there is scarcely any comprehensive and thorough discussion about making full use of KG's potentials to solve pain points of product development and service innovation in the industry. Aiming to fill this gap, this paper conducted a systematic survey of KG exploitations in industrial products and services and the customizations towards higher adaptability to practices. The authors selected 119 representative papers (up to 10/03/2021) together with other 29 supplementary works to summarize the technical and practical efforts and discuss the current challenges of exploiting KG in industrial products and services. Meantime, this work also highlights enhancing KG's availability and boosting its productivity in industrial products and services development as the core future perspectives to explore. It is hoped that this work can provide a basis for the explorations and implementations of KG-supported industrial product and services development, and attract more open discussions to the exploitation of KG-enabled industrial information systems.

源语言英语
文章编号103449
期刊Computers in Industry
129
DOI
出版状态已出版 - 8月 2021
已对外发布

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  1. 可持续发展目标 9 - 产业、创新和基础设施
    可持续发展目标 9 产业、创新和基础设施

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