Additively manufactured materials and structures: A state-of-the-art review on their mechanical characteristics and energy absorption

Y Wu, J Fang, C Wu, C Li, G Sun, Q Li - International Journal of Mechanical …, 2023 - Elsevier
Lightweight materials and structures have been extensively studied for a wide range of
applications in design and manufacturing of more environment-friendly and more …

[HTML][HTML] Research and application of machine learning for additive manufacturing

J Qin, F Hu, Y Liu, P Witherell, CCL Wang… - Additive …, 2022 - Elsevier
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 …

Machine learning for metal additive manufacturing: Towards a physics-informed data-driven paradigm

S Guo, M Agarwal, C Cooper, Q Tian, RX Gao… - Journal of Manufacturing …, 2022 - Elsevier
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) …

[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review

L Jin, X Zhai, K Wang, K Zhang, D Wu, A Nazir, J Jiang… - Materials & Design, 2024 - Elsevier
Additive manufacturing (AM) has undergone significant development over the past decades,
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 …

Y Li, C Su, J Zhu - Results in Engineering, 2022 - Elsevier
Wire arc additive manufacturing (WAAM) outstandingly features in lower cost and higher
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 …

Research and application of artificial intelligence techniques for wire arc additive manufacturing: a state-of-the-art review

F He, L Yuan, H Mu, M Ros, D Ding, Z Pan… - Robotics and Computer …, 2023 - Elsevier
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 …

In-situ crack and keyhole pore detection in laser directed energy deposition through acoustic signal and deep learning

L Chen, X Yao, C Tan, W He, J Su, F Weng… - Additive …, 2023 - Elsevier
Cracks and keyhole pores are detrimental defects in alloys produced by laser directed
energy deposition (LDED). Laser-material interaction sound may hold information about …

Physics-informed machine learning and mechanistic modeling of additive manufacturing to reduce defects

Y Du, T Mukherjee, T DebRoy - Applied Materials Today, 2021 - Elsevier
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 …

[HTML][HTML] Machine learning prediction of mechanical properties in metal additive manufacturing

P Akbari, M Zamani, A Mostafaei - Additive Manufacturing, 2024 - Elsevier
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 …