Machine learning in additive manufacturing: State-of-the-art and perspectives

C Wang, XP Tan, SB Tor, CS Lim - Additive Manufacturing, 2020 - Elsevier
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 …

Machine learning techniques in additive manufacturing: a state of the art review on design, processes and production control

S Kumar, T Gopi, N Harikeerthana, MK Gupta… - Journal of Intelligent …, 2023 - Springer
For several industries, the traditional manufacturing processes are time-consuming and
uneconomical due to the absence of the right tool to produce the products. In a couple of …

A comprehensive literature review of the applications of AI techniques through the lifecycle of industrial equipment

M Elahi, SO Afolaranmi, JL Martinez Lastra… - Discover Artificial …, 2023 - Springer
Driven by the ongoing migration towards Industry 4.0, the increasing adoption of artificial
intelligence (AI) has empowered smart manufacturing and digital transformation. AI …

A novel fabrication strategy for additive manufacturing processes

J Jiang - Journal of Cleaner Production, 2020 - Elsevier
Additive manufacturing (AM) has been increasingly developed and applied in many fields
nowadays. However, it takes a long time for completing a part due to the layer-by-layer …

Analysis and prediction of printable bridge length in fused deposition modelling based on back propagation neural network

J Jiang, G Hu, X Li, X Xu, P Zheng… - Virtual and physical …, 2019 - Taylor & Francis
In recent years, additive manufacturing has been developing rapidly mainly due to the ease
of fabricating complex components. However, complex structures with overhangs inevitably …

Search for the optimal build direction in additive manufacturing technologies: A review

L Di Angelo, P Di Stefano, E Guardiani - Journal of Manufacturing and …, 2020 - mdpi.com
By additive manufacturing technologies, an object is produced deposing material layer by
layer. The piece grows along the build direction, which is one of the main manufacturing …

[HTML][HTML] A review of machine learning (ML) and explainable artificial intelligence (XAI) methods in additive manufacturing (3D printing)

J Ukwaththa, S Herath, DPP Meddage - Materials Today Communications, 2024 - Elsevier
Additive Manufacturing (AM)(known as 3D printing) has modernised traditional
manufacturing processes by enabling the layer-by-layer fabrication of complex geometries …

Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review

A Hamrani, A Agarwal, A Allouhi… - Journal of Intelligent …, 2024 - Springer
Due to its unique benefits over standard conventional “subtractive” manufacturing, additive
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …

A review on the processing of aero-turbine blade using 3D print techniques

A Sinha, B Swain, A Behera, P Mallick… - … of Manufacturing and …, 2022 - mdpi.com
Additive manufacturing (AM) has proven to be the preferred process over traditional
processes in a wide range of industries. This review article focused on the progressive …

Post-process treatments for additive-manufactured metallic structures: a comprehensive review

J Ge, S Pillay, H Ning - Journal of Materials Engineering and Performance, 2023 - Springer
This review summarizes the recent research progress on the post-processing techniques to
improve the as-built metallic structure fabricated by additive manufacturing. The …