3 papers
cs.CE2024
Investigation on domain adaptation of additive manufacturing monitoring systems to enhance digital twin reusability
Jiarui Xie, Zhuo Yang, Chun-Chun Hu +3
Powder bed fusion (PBF) is an emerging metal additive manufacturing (AM) technology that enables rapid fabrication of complex geometries. However, defects such as pores and balling…
cs.CE2024
Towards reproducible machine learning-based process monitoring and quality prediction research for additive manufacturing
Jiarui Xie, Mutahar Safdar, Andrei Mircea +5
Machine learning (ML)-based cyber-physical systems (CPSs) have been extensively developed to improve the print quality of additive manufacturing (AM). However, the reproducibility…
cs.AI2023
Transferability analysis of data-driven additive manufacturing knowledge: a case study between powder bed fusion and directed energy deposition
Mutahar Safdar, Jiarui Xie, Hyunwoong Ko +3
Data-driven research in Additive Manufacturing (AM) has gained significant success in recent years. This has led to a plethora of scientific literature to emerge. The knowledge in…