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[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 …
Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review
A Hamrani, A Agarwal, A Allouhi… - Journal of Intelligent …, 2024 - Springer
Due to its unique benefits over standard conventional “subtractive” manufacturing, additive
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …
Data‐driven approaches toward smarter additive manufacturing
The latest industrial revolution, Industry 4.0, is driven by the emergence of digital
manufacturing and, most notably, additive manufacturing (AM) technologies. The …
manufacturing and, most notably, additive manufacturing (AM) technologies. The …
A new temperature index for build orientation optimization in powder bed fusion additive manufacturing
A González, R Barea, S Corbera - Additive Manufacturing, 2025 - Elsevier
Abstract In Additive Manufacturing (AM) technology, part orientation holds a significant
influence on various aspects including manufacturing time, support requirements and …
influence on various aspects including manufacturing time, support requirements and …
Machine learning in additive manufacturing: enhancing design, manufacturing and performance prediction intelligence
T Wang, Y Li, T Li, B Liu, X Li, X Zhang - Journal of Intelligent …, 2025 - Springer
Abstract Machine learning (ML) is resha** additive manufacturing (AM) with its potent
capability of data analysis, antonomous learning and intelligent decision-making. ML …
capability of data analysis, antonomous learning and intelligent decision-making. ML …
General Rules for Pre-Process Planning in Powder Bed Fusion System--A Review
Powder bed fusion (PBF) is one of the current additive manufacturing techniques that can
fabricate almost fully dense functional metal components. Through a layer by layer …
fabricate almost fully dense functional metal components. Through a layer by layer …
Orientation optimization in additive manufacturing: evaluation of recent trends
Build orientation in additive manufacturing influences the mechanical properties, surface
quality, build time, and cost of the product. Rather than relying on trial-and-error or prior …
quality, build time, and cost of the product. Rather than relying on trial-and-error or prior …
Comparative Evaluation of Optimization Algorithms for Automatic Build Orientation for Powder Bed Fusion of Metals Using a Laser Beam
LP Pletzer-Zelgert, S Dirks, C Müller… - … Conference on Additive …, 2023 - Springer
For additive manufacturing (AM) using Powder Bed Fusion of Metals using a Laser Beam
(PBF-LB/M), digital preparation steps (part design, part orientation in the chamber …
(PBF-LB/M), digital preparation steps (part design, part orientation in the chamber …
A shape parameter approximation for the problem of thermal orientation and simulation in the additive manufacturing process
A González-Martín, R Barea, S Corbera - 2023 - researchsquare.com
Abstract Part orientation in Additive Manufacturing (AM) technology is a crucial process for
the quality of a part. Orientation affects the manufacturing time, the amount of support, and …
the quality of a part. Orientation affects the manufacturing time, the amount of support, and …
Task-driven data fusion for additive manufacturing
F Hu - 2023 - orca.cardiff.ac.uk
Additive manufacturing (AM) is a critical technology for the next industrial revolution, offering
the prospect of mass customization, flexible production, and on-demand manufacturing …
the prospect of mass customization, flexible production, and on-demand manufacturing …