Ontology-driven Physics Informed Neural Network (O-PINN) of interpretable melt pool behavior for real-time process anomalies’ prognosis/diagnosis

The International Journal of Advanced Manufacturing Technology 2026

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Authors: Byeong-Min Roh, Xinyi Xiao
DOI: 10.1007/s00170-025-17207-x
Cited by: 1
References: 64

Fields of Study & Subjects

Additive Manufacturing Materials and Processes Additive Manufacturing and 3D Printing Technologies Machine Learning in Materials Science

Publication details

Journal / source
The International Journal of Advanced Manufacturing Technology
Publisher
Springer Science and Business Media LLC
Volume
142
Issue
7-8
Pages
3353–3371
Publication date
7 January 2026
Language
EN