Additively manufactured materials and structures: A state-of-the-art review on their mechanical characteristics and energy absorption
Lightweight materials and structures have been extensively studied for a wide range of
applications in design and manufacturing of more environment-friendly and more …
applications in design and manufacturing of more environment-friendly and more …
[HTML][HTML] Research and application of machine learning for additive manufacturing
Additive manufacturing (AM) is poised to bring a revolution due to its unique production
paradigm. It offers the prospect of mass customization, flexible production, on-demand and …
paradigm. It offers the prospect of mass customization, flexible production, on-demand and …
Machine learning for metal additive manufacturing: Towards a physics-informed data-driven paradigm
Abstract Machine learning (ML) has shown to be an effective alternative to physical models
for quality prediction and process optimization of metal additive manufacturing (AM) …
for quality prediction and process optimization of metal additive manufacturing (AM) …
[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …
resulting in vast amounts of data that carry valuable information. Numerous research studies …
[HTML][HTML] Comprehensive review of wire arc additive manufacturing: Hardware system, physical process, monitoring, property characterization, application and future …
Wire arc additive manufacturing (WAAM) outstandingly features in lower cost and higher
efficiency than other metal additive manufacturing technologies, which has a great potential …
efficiency than other metal additive manufacturing technologies, which has a great potential …
The current state of research of wire arc additive manufacturing (WAAM): a review
K Treutler, V Wesling - Applied Sciences, 2021 - mdpi.com
Featured Application Wire Arc Additive Manufacturing (WAAM). Abstract Wire arc additive
manufacturing is currently rising as the main focus of research groups around the world. This …
manufacturing is currently rising as the main focus of research groups around the world. This …
Research and application of artificial intelligence techniques for wire arc additive manufacturing: a state-of-the-art review
Recent development in the Wire arc additive manufacturing (WAAM) provides a promising
alternative for fabricating high value-added medium to large metal components for many …
alternative for fabricating high value-added medium to large metal components for many …
In-situ crack and keyhole pore detection in laser directed energy deposition through acoustic signal and deep learning
Cracks and keyhole pores are detrimental defects in alloys produced by laser directed
energy deposition (LDED). Laser-material interaction sound may hold information about …
energy deposition (LDED). Laser-material interaction sound may hold information about …
Physics-informed machine learning and mechanistic modeling of additive manufacturing to reduce defects
In the past few decades, additive manufacturing has evolved for the one-step fabrication of
various complex, customized metallic components that cannot be easily and economically …
various complex, customized metallic components that cannot be easily and economically …
[HTML][HTML] Machine learning prediction of mechanical properties in metal additive manufacturing
Predicting mechanical properties in metal additive manufacturing (MAM) is essential for
ensuring the performance and reliability of printed parts, as well as their suitability for …
ensuring the performance and reliability of printed parts, as well as their suitability for …