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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 …
Recent innovations in laser additive manufacturing of titanium alloys
Titanium (Ti) alloys are widely used in high-tech fields like aerospace and biomedical
engineering. Laser additive manufacturing (LAM), as an innovative technology, is the key …
engineering. Laser additive manufacturing (LAM), as an innovative technology, is the key …
Process modeling in laser powder bed fusion towards defect detection and quality control via machine learning: The state-of-the-art and research challenges
In recent years, machine learning (ML) techniques have been extensively investigated to
strengthen the understanding of the complex process dynamics underlying metal additive …
strengthen the understanding of the complex process dynamics underlying metal additive …
Data-driven modeling of process, structure and property in additive manufacturing: A review and future directions
A thorough understanding of complex process-structure-property (PSP) relationships in
additive manufacturing (AM) has long been pursued due to its paramount importance in …
additive manufacturing (AM) has long been pursued due to its paramount importance in …
Optimization with artificial intelligence in additive manufacturing: a systematic review
F Ciccone, A Bacciaglia, A Ceruti - Journal of the Brazilian Society of …, 2023 - Springer
In situations requiring high levels of customization and limited production volumes, additive
manufacturing (AM) is a frequently utilized technique with several benefits. To properly …
manufacturing (AM) is a frequently utilized technique with several benefits. To properly …
Additive manufacturing of titanium alloys via selective laser melting: Fabrication, microstructure, post-processing, performance and prospect
J Lu, L Zhuo - International Journal of Refractory Metals and Hard …, 2023 - Elsevier
Growing maturity of SLM has enabled the use of rapid manufacturing technology on hard-to-
machine Ti alloys. In this review, selective laser melted titanium alloys are reviewed based …
machine Ti alloys. In this review, selective laser melted titanium alloys are reviewed based …
Perspectives on additive manufacturing enabled beta-titanium alloys for biomedical applications
SL Sing - International Journal of Bioprinting, 2022 - pmc.ncbi.nlm.nih.gov
“Stress shielding” caused by the mismatch of modulus between the implant and natural
bones, is one of the major problems faced by current commercially used biomedical …
bones, is one of the major problems faced by current commercially used biomedical …
[HTML][HTML] Machine learning for additive manufacturing: Predicting materials characteristics and their uncertainty
Additive manufacturing (AM) is known for versatile fabrication of complex parts, while also
allowing the synthesis of materials with desired microstructures and resulting properties …
allowing the synthesis of materials with desired microstructures and resulting properties …
Role of machine learning in additive manufacturing of titanium alloys—A review
Due to their exceptional properties, titanium alloys are ideal for many technologically
demanding applications, including aerospace, automotive, marine, military, sports, and …
demanding applications, including aerospace, automotive, marine, military, sports, and …
Experimental cooling rates during high-power laser powder bed fusion at varying processing conditions
K Kosiba, T Gustmann, JT Kim, J Seok, J Jung… - Journal of Alloys and …, 2023 - Elsevier
High-power laser power bed fusion (HP-LPBF) with a large flat-top laser beam allows
additive manufacturing of components at much higher build-up rates than conventional …
additive manufacturing of components at much higher build-up rates than conventional …