Machine condition monitoring in FDM based on electret microphone, SVM, and neural networks

TG Lopes, PR Aguiar, PMC Monson… - … International Journal of …, 2023 - Springer
The fused deposition modeling (FDM) process, also known as 3D printing, deals with the
manufacture of parts by adding layers of fused filament. Research on manufacturing process …

Detecting first layer bond quality during FDM 3D printing using a discrete wavelet energy approach

P Bhavsar, B Sharma, W Moscoso-Kingsley… - Procedia …, 2020 - Elsevier
Abstract Fused Deposition Modeling (FDM) is a highly versatile additive manufacturing
method for 3D printing thermoplastic-based components at small as well as larger …

In situ monitoring of FDM machine condition via acoustic emission

H Wu, Y Wang, Z Yu - The International Journal of Advanced …, 2016 - Springer
Fused deposition modeling (FDM) is one of the most popular additive manufacturing
technologies for fabricating prototypes with complex geometry and different materials …

Condition Monitoring of Additively Manufactured Injection Mould Tooling: A Review of Demands, Opportunities and Potential Strategies

A Weinert, D Tormey, C O'Hara, M McAfee - Sensors, 2023 - mdpi.com
Injection moulding (IM) is an important industrial process, known to be the most used plastic
formation technique. Demand for faster cycle times and higher product customisation is …

In situ process monitoring using acoustic emission and laser scanning techniques based on machine learning models

K Xu, J Lyu, S Manoochehri - Journal of Manufacturing Processes, 2022 - Elsevier
Abstract Fused Filament Fabrication (FFF) is a widely used additive manufacturing method
for obtaining prototypes with complex structures. On the other hand, Commercial FFF …

An improved fault diagnosis approach for FDM process with acoustic emission

J Liu, Y Hu, B Wu, Y Wang - Journal of Manufacturing Processes, 2018 - Elsevier
The reliability and performance of additive manufacturing (AM) machines affect the product
quality and manufacturing cost. Developing effective health monitoring and prognostics …

In-situ monitoring and diagnosing for fused filament fabrication process based on vibration sensors

Y Li, W Zhao, Q Li, T Wang, G Wang - Sensors, 2019 - mdpi.com
Fused filament fabrication (FFF) is one of the most widely used additive manufacturing (AM)
technologies and it has great potential in fabricating prototypes with complex geometry. For …

In-situ process monitoring for metal additive manufacturing through acoustic techniques using wavelet and convolutional neural network (CNN)

MS Hossain, H Taheri - The International Journal of Advanced …, 2021 - Springer
Additive manufacturing (AM) is currently a widely used technology, even though a more
profound understanding is still needed to track and identify defects during AM. The acoustic …

Status recognition for fused deposition modeling manufactured parts based on acoustic emission

F Li, Z Yu, X Shen, H Zhang - E3S Web of Conferences, 2019 - e3s-conferences.org
Fused deposition modelling (FDM), as one technology of additive manufacturing, fabricates
parts always with curl and looseness defects which restrict its development to a great extent …

A machine learning approach to quality monitoring of injection molding process using regression models

S Farahani, B Xu, Z Filipi, S Pilla - International Journal of …, 2021 - Taylor & Francis
Recent advancements in instrumentation and the emergence of industrial IoT solutions have
created new possibilities to collect data in injection molding processes. Although many …