A review of in-situ monitoring and process control system in metal-based laser additive manufacturing
Y Cai, J Xiong, H Chen, G Zhang - Journal of Manufacturing Systems, 2023 - Elsevier
Metal-based laser additive manufacturing (MLAM) is receiving significant attention in
industrial fields due to its capacity to manufacture complex and high-performance metal …
industrial fields due to its capacity to manufacture complex and high-performance metal …
Towards the next generation of machine learning models in additive manufacturing: A review of process dependent material evolution
Additive manufacturing facilitates producing of complex parts due to its design freedom in a
wide range of applications. Despite considerable advancements in additive manufacturing …
wide range of applications. Despite considerable advancements in additive manufacturing …
In-situ measurement and monitoring methods for metal powder bed fusion: an updated review
The possibility of using a variety of sensor signals acquired during metal powder bed fusion
processes, to support part and process qualification and for the early detection of anomalies …
processes, to support part and process qualification and for the early detection of anomalies …
A systematic literature review on recent trends of machine learning applications in additive manufacturing
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …
efficiently and in a lesser production cycle time as compared to conventional subtractive …
Real-time anomaly detection using convolutional neural network in wire arc additive manufacturing: molybdenum material
Wire arc additive manufacturing (WAAM) has received attention because of its high
deposition rate, low cost, and high material utilization. However, quality issues are critical in …
deposition rate, low cost, and high material utilization. However, quality issues are critical in …
[HTML][HTML] Convolutional Neural Network applications in additive manufacturing: A review
M Valizadeh, SJ Wolff - Advances in Industrial and Manufacturing …, 2022 - Elsevier
Additive manufacturing (AM) is a promising digital manufacturing approach that has seen
recent rapid growth. Despite the fast-growing nature of the technology, AM has been slowed …
recent rapid growth. Despite the fast-growing nature of the technology, AM has been slowed …
On the application of in-situ monitoring systems and machine learning algorithms for developing quality assurance platforms in laser powder bed fusion: A review
Laser powder bed fusion (LPBF) is one class of metal additive manufacturing (AM) used to
fabricate high-quality complex-shape components. This technology has significantly …
fabricate high-quality complex-shape components. This technology has significantly …
A framework driven by physics-guided machine learning for process-structure-property causal analytics in additive manufacturing
Abstract Data analytics with Machine Learning (ML) using physics knowledge and big data
offers high potential to continuously transform raw data to newfound knowledge of Process …
offers high potential to continuously transform raw data to newfound knowledge of Process …
Deep learning-based data registration of melt-pool-monitoring images for laser powder bed fusion additive manufacturing
Melt-pool monitoring (MPM) has been widely used in the laser powder bed fusion (LPBF)
additive manufacturing process for process control and part quality prediction. Achieving this …
additive manufacturing process for process control and part quality prediction. Achieving this …
Thermal control of laser powder bed fusion using deep reinforcement learning
F Ogoke, AB Farimani - Additive Manufacturing, 2021 - Elsevier
Powder-based additive manufacturing techniques provide tools to construct intricate
structures that are difficult to manufacture using conventional methods. In Laser Powder Bed …
structures that are difficult to manufacture using conventional methods. In Laser Powder Bed …