A synergic approach of deep learning towards digital additive manufacturing: A review

A Pratap, N Sardana, S Utomo, J Ayeelyan… - Algorithms, 2022 - mdpi.com
Deep learning and additive manufacturing have progressed together in the previous couple
of decades. Despite being one of the most promising technologies, they have several flaws …

[HTML][HTML] Convolutional Neural Network applications in additive manufacturing: A review

M Valizadeh, SJ Wolff - Advances in Industrial and Manufacturing …, 2022 - Elsevier
Additive manufacturing (AM) is a promising digital manufacturing approach that has seen
recent rapid growth. Despite the fast-growing nature of the technology, AM has been slowed …

Machine learning frameworks for additive manufacturing–a review

N Anbuchezhian, M Priyadharshini… - Solid State …, 2020 - solidstatetechnology.us
The manufacturing is the one demands the world every second, even lesser than that time.
Nowhere human can't survey without products around them. Products made life easier …

Trends of machine learning in additive manufacturing

FW Baumann, A Sekulla, M Hassler… - … Journal of Rapid …, 2018 - inderscienceonline.com
In this work, the influence on and application of machine learning (ML) to the domain of
Additive Manufacturing or synonymously 3D printing is reviewed. Existing literature is …

enhancing Additive Digital Manufacturing with supervised classification machine learning algorithms

PN Huu, DP Van, TH Xuan, MA Ilani, LN Trong… - … International Journal of …, 2024 - Springer
In the field of in-process monitoring for the production of safety-critical parts, the utilization of
Machine Learning (ML) models has demonstrated promising potential for enhancing the …

Advancing additive manufacturing through deep learning: A comprehensive review of current progress and future challenges

AI Saimon, E Yangue, X Yue, C Liu - arXiv preprint arXiv:2403.00669, 2024 - arxiv.org
Additive manufacturing (AM) has already proved itself to be the potential alternative to
widely-used subtractive manufacturing due to its extraordinary capacity of manufacturing …

A systematic literature review on recent trends of machine learning applications in additive manufacturing

MD Xames, FK Torsha, F Sarwar - Journal of Intelligent Manufacturing, 2023 - Springer
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …

[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: a review

L Jin, X Zhai, K Wang, K Zhang, D Wu, A Nazir, J Jiang… - Materials & Design, 2024 - Elsevier
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …

Automated quality and process control for additive manufacturing using deep convolutional neural networks

Y Banadaki, N Razaviarab, H Fekrmandi, G Li… - Recent Progress in …, 2021 - par.nsf.gov
Additive Manufacturing (AM) is a crucial component of the smart manufacturing industry. In
this paper, we propose an automated quality grading system for the fused deposition …

Incorporation of machine learning in additive manufacturing: a review

A Raza, KM Deen, R Jaafreh, K Hamad… - … International Journal of …, 2022 - Springer
Abstract Machine learning (ML) has undeniably turned into a mainstream idea by enhancing
any system's throughput by allowing a more intelligent usage of materials and processes …