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Process monitoring of P-GMAW-based wire arc direct energy deposition of stainless steels via time-frequency domain analysis and Isolation Forest

Wire Arc Directed Energy Deposition (WA-DED) is emerging as a cost-effective method for fabricating large metallic components. Despite its robustness and high deposition rates, the process remains prone to instabilities and defects, making reliable monitoring essential for industrial adoption. Howev...

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Uloženo v:
Hlavní autoři: Giulio Mattera, Elena Manoli, Zengxi Pan, Luigi Nele
Médium: Artigo
Jazyk:Inglês
Vydáno: ELSPublishing 2025-11-01
Edice:Advanced Manufacturing
Témata:
wa-ded
process monitoring
machine learning
isolation forest
direct energy deposition
On-line přístup:https://elsp-homepage.oss-cn-hongkong.aliyuncs.compaper/journal/open/AM/2025/am20250010.pdf
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