Material-Adaptive Anomaly Detection Using Property-Concatenated Transfer Learning in Wire Arc Additive Manufacturing
Material-Adaptive Anomaly Detection Using Property-Concatenated Transfer Learning in Wire Arc Additive Manufacturing
Seung Jun Shin,Ju-hong Lee,Sainand Jadhav,Duck Bong Kim
2023 · DOI: 10.1007/s12541-023-00924-2
International Journal of Precision Engineering and Manufacturing · 21 Citations
TLDR
A material-adaptive anomaly detection method to detect balling defects in a target material using property-concatenated transfer learning that can effectively resolve the data scarcity by model transfer from sufficient datasets in low-cost materials to rare datasets in high-cost materials.