[HTML][HTML] Process map** and anomaly detection in laser wire directed energy deposition additive manufacturing using in-situ imaging and process-aware machine …
This work concerns the laser wire directed energy deposition (LW-DED) additive
manufacturing process. The objectives were two-fold:(1) process map**–demarcating the …
manufacturing process. The objectives were two-fold:(1) process map**–demarcating the …
[HTML][HTML] Physics-informed online learning for temperature prediction in metal AM
In metal additive manufacturing (AM), precise temperature field prediction is crucial for
process monitoring, automation, control, and optimization. Traditional methods, primarily …
process monitoring, automation, control, and optimization. Traditional methods, primarily …
Selecting subsets of source data for transfer learning with applications in metal additive manufacturing
Considering data insufficiency in metal additive manufacturing (AM), transfer learning (TL)
has been adopted to extract knowledge from source domains (eg, completed printings) to …
has been adopted to extract knowledge from source domains (eg, completed printings) to …
Effect of Closed-Loop Coaxial Melt Pool Temperature Control on Thermal History and Microstructure of Nickel Alloy 718 in Directed Energy Deposition
Advanced materials, better control methods, and unique toolpath planning strategies have
recently been enabled through development of novel, in-situ monitoring techniques in laser …
recently been enabled through development of novel, in-situ monitoring techniques in laser …
[HTML][HTML] A thermofluid temperature modeling, prediction of closed-loop cooling system of roll grinder based on circulation differential equations
Z Lin, P Feng, J Zhang - Applied Thermal Engineering, 2025 - Elsevier
Roll grinders are essential in high-precision roll manufacturing. However, lubricant
temperature fluctuations decrease the precision of grinders. The complicated dynamic heat …
temperature fluctuations decrease the precision of grinders. The complicated dynamic heat …
MIMO system identification and uncertainty calibration with a limited amount of data using transfer learning
Multiple-input multiple-output (MIMO) systems are fundamental in numerous advanced
engineering applications, from aerospace to telecommunications, where precise system …
engineering applications, from aerospace to telecommunications, where precise system …
Low-Cost Melt Pool Temperature Prediction Using Visible Light Camera and Machine Learning in Laser Hot-Wire Directed Energy Deposition
M Rahmani Dehaghani… - International …, 2024 - asmedigitalcollection.asme.org
Laser wire directed energy deposition (DED-LB/w) offers notable efficiency in metal additive
manufacturing (AM), allowing rapid component fabrication with high material utilization …
manufacturing (AM), allowing rapid component fabrication with high material utilization …
Jema-Sindyc: End-to-End Control Using Joint Embedding Multimodal Alignment in Directed Energy Deposition
JP Sousa, B Brandau, R Hemschik, R Darabi… - Available at SSRN … - papers.ssrn.com
Abstract Bringing Artificial Intelligence (AI) models from digital simulations to real-world
applications presents significant challenges due to the complexity and variability of physical …
applications presents significant challenges due to the complexity and variability of physical …
고밀도 에너지 열원을 적용한 와이어 용융 제어에 대한 리뷰
신중현， 강민정， 양재원 - 대한용접· 접합학회지, 2024 - dbpia.co.kr
As the industrial demand for welding with wire continues to rise, significant researches are
directed toward monitoring and controlling wire transfer to ensure consistent welding quality …
directed toward monitoring and controlling wire transfer to ensure consistent welding quality …