[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 …

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

L **, 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 …

Machine learning model towards evaluating data gathering methods in manufacturing and mechanical engineering

M Amini, K Sharifani, A Rahmani - International Journal of Applied …, 2023 - papers.ssrn.com
Abstract Supervised Machine Learning (ML) models require extensive training data to
properly approximate the behavior of complex mechanical processes and systems. Real …

Machine learning process evaluating damage classification of composites

M Amini, A Rahmani - International Journal of Science and …, 2023 - papers.ssrn.com
Composite materials have tremendous and ever-increasing applications in complex
engineering systems; thus, it is important to develop non-destructive and efficient condition …

Toward a smart wire arc additive manufacturing system: A review on current developments and a framework of digital twin

H Mu, F He, L Yuan, P Commins, H Wang… - Journal of Manufacturing …, 2023 - Elsevier
Abstract In recent years, Wire Arc Additive Manufacturing (WAAM) has attracted increasing
scientific attention. With the rise of Industry 4.0 and smart manufacturing, Digital Twin (DT) …

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 …

Applications of wire arc additive manufacturing (WAAM) for aerospace component manufacturing

H Pant, A Arora, GS Gopakumar, U Chadha… - … International Journal of …, 2023 - Springer
Wire arc additive manufacturing (WAAM) is an emerging technology for metal processing
that offers many advantages for aerospace-grade production. It provides significant design …

Intelligent additive manufacturing and design: state of the art and future perspectives

Y **ong, Y Tang, Q Zhou, Y Ma, DW Rosen - Additive Manufacturing, 2022 - Elsevier
In additive manufacturing (AM), intelligent technologies are proving to be a powerful tool for
facilitating economic, efficient, and effective decision-making within the product and service …

Wire arc additive manufacturing: A review on digital twinning and visualization process

H Li, X Shi, B Wu, DR Corradi, Z Pan, H Li - Journal of Manufacturing …, 2024 - Elsevier
Due to the ability to print large metal components at low cost and high deposition rate, Wire
Arc Additive Manufacturing (WAAM) has attracted much attention in aerospace, maritime …

[HTML][HTML] Online distortion simulation using generative machine learning models: A step toward digital twin of metallic additive manufacturing

H Mu, F He, L Yuan, H Hatamian, P Commins… - Journal of Industrial …, 2024 - Elsevier
In the era of Industry 4.0 and smart manufacturing, Wire Arc Additive Manufacturing (WAAM)
stands at the forefront, driving a paradigm shift towards automated, digitalized production …