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 industrial applications: A comprehensive literature review

M Bertolini, D Mezzogori, M Neroni… - Expert Systems with …, 2021 - Elsevier
Abstract Machine Learning (ML) is a branch of artificial intelligence that studies algorithms
able to learn autonomously, directly from the input data. Over the last decade, ML …

In-situ monitoring of sub-surface and internal defects in additive manufacturing: A review

Y AbouelNour, N Gupta - Materials & Design, 2022 - Elsevier
Abstract Additive Manufacturing (AM), or 3D printing, processes depend on a user-defined
set of optimized process parameters to create a component. Monitoring and control of AM …

Process monitoring, diagnosis and control of additive manufacturing

Q Fang, G **ong, MC Zhou, TS Tamir… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Additive manufacturing (AM) can build up complex parts in a layer-by-layer manner, which is
a kind of novel and flexible production technology. The special manufacturing capability of …

Process monitoring for material extrusion additive manufacturing: a state-of-the-art review

A Oleff, B Küster, M Stonis, L Overmeyer - Progress in Additive …, 2021 - Springer
Qualitative uncertainties are a key challenge for the further industrialization of additive
manufacturing. To solve this challenge, methods for measuring the process states and …

In situ monitoring for fused filament fabrication process: A review

Y Fu, A Downey, L Yuan, A Pratt, Y Balogun - Additive Manufacturing, 2021 - Elsevier
Real-time monitoring of the additive manufacturing process offers the promise of
guaranteeing product quality and increasing the efficiency of the printing process. This …

Manufacturing process monitoring using time-frequency representation and transfer learning of deep neural networks

Y Liao, I Ragai, Z Huang, S Kerner - Journal of Manufacturing Processes, 2021 - Elsevier
On-line process monitoring increases product quality, improves process stability, and lowers
costs in manufacturing. This paper presents a study of using time-frequency representation …

[HTML][HTML] Automated recognition and correction of warp deformation in extrusion additive manufacturing

DAJ Brion, M Shen, SW Pattinson - Additive Manufacturing, 2022 - Elsevier
Warp deformation is a common error encountered in additive manufacturing. It is typically
caused by residual internal stresses in the manufactured part that arise as material cools …

Digital twin-enabled 3D printer fault detection for smart additive manufacturing

SM Rachmawati, MAP Putra, JM Lee, DS Kim - Engineering Applications of …, 2023 - Elsevier
Early failure detection is required for Fused Deposition Modelling (FDM) 3D printers to
reduce material waste. Typically, such systems are created based on images captured …