When AI meets additive manufacturing: Challenges and emerging opportunities for human-centered products development
Nowadays, additive manufacturing (AM) has been increasingly leveraged to produce human-
centered products, such as orthoses and prostheses as well as therapeutic helmets, finger …
centered products, such as orthoses and prostheses as well as therapeutic helmets, finger …
An LSTM-autoencoder based online side channel monitoring approach for cyber-physical attack detection in additive manufacturing
Additive manufacturing (AM) has gained increasing popularity in a large variety of mission-
critical fields, such as aerospace, medical, and transportation. The layer-by-layer fabrication …
critical fields, such as aerospace, medical, and transportation. The layer-by-layer fabrication …
Augmented time regularized generative adversarial network (atr-gan) for data augmentation in online process anomaly detection
Supervised machine learning techniques, such as classification models, have been widely
applied to online process anomaly detection in advanced manufacturing. However, since …
applied to online process anomaly detection in advanced manufacturing. However, since …
In-situ point cloud fusion for layer-wise monitoring of additive manufacturing
Additive manufacturing (AM) has received an increasing attention in the manufacturing
sector, owing to its high-level design freedom and enhanced capability to produce parts with …
sector, owing to its high-level design freedom and enhanced capability to produce parts with …
Advances in Machine Learning for Sensing and Condition Monitoring
In order to overcome the complexities encountered in sensing devices with data collection,
transmission, storage and analysis toward condition monitoring, estimation and control …
transmission, storage and analysis toward condition monitoring, estimation and control …
Toward online layer-wise surface morphology measurement in additive manufacturing using a deep learning-based approach
Layer-wise surface morphology information plays a critical role in the quality monitoring and
control of additive manufacturing (AM) processes. 3D scan technologies can provide …
control of additive manufacturing (AM) processes. 3D scan technologies can provide …
Securing cyber-physical additive manufacturing systems by in-situ process authentication using streamline video analysis
In cyber-physical systems (CPS) of additive manufacturing (AM), cyber-attacks may
significantly alter the design of the AM part, compromising its mechanical properties and …
significantly alter the design of the AM part, compromising its mechanical properties and …
Anomaly detection in additive manufacturing processes using supervised classification with imbalanced sensor data based on generative adversarial network
Supervised classification methods have been widely utilized for the quality assurance of the
advanced manufacturing process, such as additive manufacturing (AM) for anomaly …
advanced manufacturing process, such as additive manufacturing (AM) for anomaly …
In situ melt pool measurements for laser powder bed fusion using multi sensing and correlation analysis
Laser powder bed fusion is a promising technology for local deposition and microstructure
control, but it suffers from defects such as delamination and porosity due to the lack of …
control, but it suffers from defects such as delamination and porosity due to the lack of …
[HTML][HTML] Integrated deep learning-based online layer-wise surface prediction of additive manufacturing
Additive manufacturing (AM) is growing tremendously through its introduction into various
industries over recent years, because of its capability of fabricating objects with complex …
industries over recent years, because of its capability of fabricating objects with complex …