Enhancing consistency in piping and instrumentation diagrams using DistilBERT and smart PID systems

Enhancing consistency in piping and instrumentation diagrams using DistilBERT and smart PID systems

This study presents a novel approach utilizing DistilBERT, a lightweight variant of BERT, to identify inconsistencies in piping and instrumentation diagrams (P&IDs) within SmartPID systems. A structured dataset was constructed by extracting engineering design data from a SQL-based SmartPID datab...

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Bibliographic Details
Main Authors: F.S. Gómez-Vega, O. Acuña, Andrea C. Camargo, Jeison D. Jimenez, Sara M. Galeano, Isabella E. Franco, Laura L. Lozano, Jenifer Vásquez, Edwin Puertas
Format: Article
Language:English
Published: Elsevier 2025-12-01
Series:Systems and Soft Computing
Subjects:
Databases
P&ID
Consistency
DistilBERT
Machine learning
Design software
Online Access:http://www.sciencedirect.com/science/article/pii/S2772941925001929
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http://www.sciencedirect.com/science/article/pii/S2772941925001929

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