[HTML][HTML] Research and application of machine learning for additive manufacturing

J Qin, F Hu, Y Liu, P Witherell, CCL Wang… - Additive …, 2022 - Elsevier
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 …

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 …

Data‐driven approaches toward smarter additive manufacturing

C Tian, T Li, J Bustillos, S Bhattacharya… - Advanced Intelligent …, 2021 - Wiley Online Library
The latest industrial revolution, Industry 4.0, is driven by the emergence of digital
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 …

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 …

General Rules for Pre-Process Planning in Powder Bed Fusion System--A Review

T Pan, S Karnati, FW Liou - 2018 - scholarsmine.mst.edu
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 …

Orientation optimization in additive manufacturing: evaluation of recent trends

J Bushra, HD Budinoff - … Technical Conferences and …, 2021 - asmedigitalcollection.asme.org
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 …

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 …

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 …

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 …