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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 industrial applications: A comprehensive literature review
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 …
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
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 …
set of optimized process parameters to create a component. Monitoring and control of AM …
Process monitoring, diagnosis and control of additive manufacturing
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 …
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 …
manufacturing. To solve this challenge, methods for measuring the process states and …
In situ monitoring for fused filament fabrication process: A review
Real-time monitoring of the additive manufacturing process offers the promise of
guaranteeing product quality and increasing the efficiency of the printing process. This …
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
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 …
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
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 …
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
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 …
reduce material waste. Typically, such systems are created based on images captured …