Machine learning in additive manufacturing: State-of-the-art and perspectives
Additive manufacturing (AM) has emerged as a disruptive digital manufacturing technology.
However, its broad adoption in industry is still hindered by high entry barriers of design for …
However, its broad adoption in industry is still hindered by high entry barriers of design for …
Artificial intelligence in advanced manufacturing: Current status and future outlook
Today's manufacturing systems are becoming increasingly complex, dynamic, and
connected. The factory operations face challenges of highly nonlinear and stochastic activity …
connected. The factory operations face challenges of highly nonlinear and stochastic activity …
Key parameters controlling surface quality and dimensional accuracy: a critical review of FFF process
Fused filament fabrication (FFF) is an additive manufacturing process, which constructs
physical items by fused melt material, selectively deposited layer-by-layer through a heated …
physical items by fused melt material, selectively deposited layer-by-layer through a heated …
Prediction of surface roughness in extrusion-based additive manufacturing with machine learning
Additive manufacturing (AM), also known as 3D printing, has been increasingly adopted in
the aerospace, automotive, energy, and healthcare industries over the past few years. While …
the aerospace, automotive, energy, and healthcare industries over the past few years. While …
Data and knowledge mining with big data towards smart production
Driven by the innovative improvement of information and communication technologies
(ICTs) and their applications into manufacturing industry, the big data era in manufacturing is …
(ICTs) and their applications into manufacturing industry, the big data era in manufacturing is …
Enabling technologies for operator 4.0: A survey
The fast development of smart sensors and wearable devices has provided the opportunity
to develop intelligent operator workspaces. The resultant Human-Cyber-Physical Systems …
to develop intelligent operator workspaces. The resultant Human-Cyber-Physical Systems …
In situ monitoring for fused filament fabrication process: A review
Real-time monitoring of the additive manufacturing process offers the promise of
guaranteeing product quality and increasing the efficiency of the printing process. This …
guaranteeing product quality and increasing the efficiency of the printing process. This …
Coupling hot melt extrusion and fused deposition modeling: Critical properties for successful performance
Interest in 3D printing for pharmaceutical applications has increased in recent years.
Compared to other 3D printing techniques, hot melt extrusion (HME)-based fused deposition …
Compared to other 3D printing techniques, hot melt extrusion (HME)-based fused deposition …
A review of machine learning applications in additive manufacturing
Variability in product quality continues to pose a major barrier to the widespread application
of additive manufacturing (AM) processes in production environment. Towards addressing …
of additive manufacturing (AM) processes in production environment. Towards addressing …
A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing
Laser beam powder bed fusion (LB-PBF) is a widely-used metal additive manufacturing
process due to its high potential for fabrication flexibility and quality. Its process and …
process due to its high potential for fabrication flexibility and quality. Its process and …