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 …

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 …

Generalisable 3D printing error detection and correction via multi-head neural networks

DAJ Brion, SW Pattinson - Nature communications, 2022 - nature.com
Material extrusion is the most widespread additive manufacturing method but its application
in end-use products is limited by vulnerability to errors. Humans can detect errors but cannot …

Deep learning-assisted real-time defect detection and closed-loop adjustment for additive manufacturing of continuous fiber-reinforced polymer composites

L Lu, J Hou, S Yuan, X Yao, Y Li, J Zhu - Robotics and Computer-Integrated …, 2023 - Elsevier
Real-time defect detection and closed-loop adjustment of additive manufacturing (AM) are
essential to ensure the quality of as-fabricated products, especially for carbon fiber …

Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges

B Caiazzo, M Di Nardo, T Murino, A Petrillo… - Computers in …, 2022 - Elsevier
Abstract Nowadays, Internet-of-Things (IoT), big data, and cloud computing technologies
allow increasing the throughput and quality of manufacturing systems, bringing to the rise 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 …

Non-destructive quality control methods in additive manufacturing: a survey

P Charalampous, I Kostavelis… - Rapid Prototy** Journal, 2020 - emerald.com
Purpose In recent years, additive manufacturing (AM) technology has been acknowledged
as an efficient method for producing geometrical complex objects with a wide range of …

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 …

In-process monitoring of part geometry in fused filament fabrication using computer vision and digital twins

M Moretti, A Rossi, N Senin - Additive Manufacturing, 2021 - Elsevier
On-machine, optical imaging of the layer is bound to play an important role in the
development of future in-process monitoring solutions for fused filament fabrication. In …

Open source computer vision-based layer-wise 3D printing analysis

AL Petsiuk, JM Pearce - Additive Manufacturing, 2020 - Elsevier
The paper describes an open source computer vision-based hardware structure and
software algorithm, which analyzes layer-wise 3-D printing processes, tracks printing errors …