Transformer based spatially resolved prediction of mechanical properties in wire arc additive manufacturing

Transformer based spatially resolved prediction of mechanical properties in wire arc additive manufacturing

Abstract Metal additive manufacturing (MAM) provides remarkable design and component geometry freedom over various materials. One of the most recent MAM methods is the wire-arc additive manufacturing (WAAM) technique, which provides a higher deposition rate than other methods. This method also suffe...

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Bibliographic Details
Main Authors: Mohammad Keshmiri, Shirin Dehgahi, Abdullah Mohiuddin, Ahmed J. Qureshi
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Metal additive manufacturing
Machine learning
Multivariate time series
Transformer
Thermal history
Spatio-temporal
Online Access:https://doi.org/10.1038/s41598-025-04125-x
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