Recent developments in the application of machine-learning towards accelerated predictive multiscale design and additive manufacturing
The application of three-dimensional (3D) printing/Additive Manufacturing (AM) for
develo** multi-functional smart/intelligent composite materials is a highly promising area …
develo** multi-functional smart/intelligent composite materials is a highly promising area …
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 …
Digital twin-based cyber-attack detection framework for cyber-physical manufacturing systems
Smart manufacturing (SM) systems utilize run-time data to improve productivity via intelligent
decision-making and analysis mechanisms on both machine and system levels. The …
decision-making and analysis mechanisms on both machine and system levels. The …
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 …
Tensor-based ECG anomaly detection toward cardiac monitoring in the internet of health things
Advanced heart monitors, especially those enabled by the Internet of Health Things (IoHT),
provide a great opportunity for continuous collection of the electrocardiogram (ECG), which …
provide a great opportunity for continuous collection of the electrocardiogram (ECG), which …
Sensor data protection through integration of blockchain and camouflaged encryption in cyber-physical manufacturing systems
The advancement of sensing technology enables efficient data collection from
manufacturing systems for monitoring and control. Furthermore, with the rapid development …
manufacturing systems for monitoring and control. Furthermore, with the rapid development …
Real-time multiscale prediction of structural performance in material extrusion additive manufacturing
The material extrusion additive manufacturing (AM) has been extensively used in fabricating
structures with complex geometries. However, geometric defects often exist in an AM …
structures with complex geometries. However, geometric defects often exist in an AM …
[HTML][HTML] Stereo vision enabled flexible in-situ process authentication of additive manufacturing
Additive manufacturing (AM) has been increasingly adopted in aerospace, healthcare, and
many other industries to fabricate parts with complex geometries. Despite the rapid market …
many other industries to fabricate parts with complex geometries. Despite the rapid market …