mlsanityData to 7 Oct 2026

Integrating 2D and 3D Digital Plant Information Towards Automatic Generation of Digital Twins

arXiv 2104.01854 ↗First posted 5 Apr 2021eess.SY cs.AI cs.CVcited by 3

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Abstract (arXiv)

Ongoing standardization in Industry 4.0 supports tool vendor neutral representations of Piping and Instrumentation diagrams as well as 3D pipe routing. However, a complete digital plant model requires combining these two representations. 3D pipe routing information is essential for building any accurate first-principles process simulation model. Piping and instrumentation diagrams are the primary source for control loops. In order to automatically integrate these information sources to a unified digital plant model, it is necessary to develop algorithms for identifying corresponding elements such as tanks and pumps from piping and instrumentation diagrams and 3D CAD models. One approach is to raise these two information sources to a common level of abstraction and to match them at this level of abstraction. Graph matching is a potential technique for this purpose. This article focuses on automatic generation of the graphs as a prerequisite to graph matching. Algorithms for this purpose are proposed and validated with a case study. The paper concludes with a discussion of further research needed to reprocess the generated graphs in order to enable effective matching.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 2 of its 41 references that are in the map. First posted on arXiv 5 Apr 2021.

Builds on

2 of 41 references.

References · 2

  1. 2019Automatic Information Extraction from Piping and Instrumentation Diagramscited by 9
  2. 2021Applying graph matching techniques to enhance reuse of plant design informationcited by 2

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 1; 2022: 0; 2023: 0; 2024: 1; 2025: 0; 2026: 1.

3 papers.