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March 14, 2026Advanced Design ResearchOpen Access

A review of product design driven by the integration of digital twin and knowledge graph

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Authors

XWXianxin WuHZHaizhu ZhangDRDaquan Rao

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Overview

Review reveals advantages of integrating Digital Twin and Knowledge Graph in product design, highlighting new frameworks.

Key Points

  • This review aims to explore the integration of Digital Twin and Knowledge Graph to enhance product design efficiency and innovation.
  • Systematic review of Digital Twin and Knowledge Graph applications in product design.
  • Development of a deep integration-driven guidance framework for design processes.
  • Validation of the framework through a case study on high-speed train bogie optimization.
  • Demonstrated the effectiveness of the integrated DT-KG framework in guiding design processes.
  • Highlighted advantages such as cost reduction and improved knowledge reuse in product design.
  • Identified key challenges and future research directions related to DT-KG integration.

Cite This Study

Wu et al. (2025) studied this question.

synapsesocial.com/papers/69b4faf0b39f7826a300b8d3https://doi.org/10.1016/j.ijadr.2025.12.001
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