Deep adversarial learning system for fault diagnosis in fused deposition modeling with imbalanced data

L Tan, T Huang, J Liu, Q Li, X Wu - Computers & Industrial Engineering, 2023 - Elsevier
Fused deposition modeling (FDM) has been widely promoted as an emerging additive
manufacturing technology. With the growing demand for its commercialization, the …

[HTML][HTML] Heat sources in wire arc additive manufacturing and their impact on macro-microstructural characteristics and mechanical properties–An overview

NA Siddiqui, M Muzamil, T Jamil, G Hussain - Smart Materials in …, 2025 - Elsevier
The layer-by-layer production idea known as Wire Arc Additive Manufacturing (WAAM) is
suggested as a viable substitute for conventional subtractive methods because of its ability …

Time-series vision transformer based on cross space-time attention for fault diagnosis in fused deposition modelling with reconstruction of layer-wise data

Q Li, T Huang, J Liu, L Tan - Journal of Manufacturing Processes, 2024 - Elsevier
Fused deposition modelling (FDM) is a widely used additive manufacturing technology in
various engineering applications. However, ensuring product quality is critical to the success …

Hierarchical bead materials multi-property design for wire-feed laser additive manufacturing

S Liu, C Brice, X Zhang - Journal of Manufacturing Processes, 2022 - Elsevier
Wire-feed laser additive manufacturing has gained attention for years with its promises of
high-level automation, reducing materials waste, overall costs, and large-scale volume …

Determining optimal bead central angle by applying machine learning to wire arc additive manufacturing (WAAM)

DO Kim, CM Lee, DH Kim - Heliyon, 2024 - cell.com
Wire arc additive manufacturing (WAAM) is being extensively used in various industrial
fields. In WAAM, if a bead is deposited without considering the central angle, its shape may …

Monitoring of robot trajectory deviation based on multimodal fusion perception in WAAM process

R Yu, X Tan, S He, Y Huang, L Wang, Y Peng, K Wang - Measurement, 2024 - Elsevier
During wire arc additive manufacturing (WAAM) process, the movement trajectory of robot
directly determines cladding layer position, therefore, monitoring of robot trajectory is …

Vision-Based Estimation of Force Balance of Near-Suspended Melt Pool for Drooping and Collapsing Prediction

L Luo, E Qian, T Lu, J Pan, M Liu, C Liu, Y Guo, L Bi - Sensors, 2024 - mdpi.com
Wire-arc additive manufacturing (WAAM) is favored by the industry for its high material
utilization rate and low cost. However, wire-arc additive manufacturing of lattice structures …

Deep learning assisted fabrication of metallic components using the robotic wire arc additive manufacturing

P Zheng, S Han, D Xue, L Fu, B Jiang - Rapid Prototyping Journal, 2024 - emerald.com
Purpose Because of the advantages of high deposition efficiency and low manufacturing
cost compared with other additive technologies, robotic wire arc additive manufacturing …

Prediction of weld bead formation of duplex stainless steel fabricated by wire arc additive manufacturing based on the PSO-BP neural network

K Zheng, C Yao, G Mou, H Xiang - Journal of Marine Science and …, 2023 - Springer
Duplex stainless steel was formed through welding wire and arc additive manufacturing
(WAAM) using tungsten inert gas. The effects of wire feeding speed (WFS), welding speed …

[HTML][HTML] Modeling the impingement deformation and solidification of a hollow zirconia droplet onto a dry substrate and solidified layer

X Liu, Y Wang, Z Wang, X Zhong, J Zhang, H Sun - AIP Advances, 2023 - pubs.aip.org
Despite the numerous research studies involving the solidification of continuous molten
metal droplet impingement on dry substrates during the process of plasma spraying, the …