[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 …

Process modeling in laser powder bed fusion towards defect detection and quality control via machine learning: The state-of-the-art and research challenges

P Wang, Y Yang, NS Moghaddam - Journal of Manufacturing Processes, 2022 - Elsevier
In recent years, machine learning (ML) techniques have been extensively investigated to
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

Z Wang, W Yang, Q Liu, Y Zhao, P Liu, D Wu… - Journal of Manufacturing …, 2022 - Elsevier
A thorough understanding of complex process-structure-property (PSP) relationships in
additive manufacturing (AM) has long been pursued due to its paramount importance in …

[HTML][HTML] Perspectives on additive manufacturing enabled beta-titanium alloys for biomedical applications

SL Sing - International Journal of Bioprinting, 2022 - ncbi.nlm.nih.gov
Abstract “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 …

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 …

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 …

Role of machine learning in additive manufacturing of titanium alloys—a review

UMR Paturi, ST Palakurthy, S Cheruku… - … Methods in Engineering, 2023 - Springer
Due to their exceptional properties, titanium alloys are ideal for many technologically
demanding applications, including aerospace, automotive, marine, military, sports, and …

A state-of-art review on functionally graded materials (FGMs) manufactured by 3D printing techniques: Advantages, existing challenges, and future scope

S Yadav, S Liu, RK Singh, AK Sharma… - Journal of Manufacturing …, 2024 - Elsevier
Functionally graded materials (FGMs) are advanced novel engineering designs
characterized by a progressive change in composition, leading to a variation in properties …

Recent innovations in laser additive manufacturing of titanium alloys

J Su, F Jiang, J Teng, L Chen, M Yan… - … Journal of Extreme …, 2024 - iopscience.iop.org
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 …

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 …