Review on the correlation between microstructure and mechanical performance for laser powder bed fusion AlSi10Mg

L Zhao, L Song, JGS Macías, Y Zhu, M Huang… - Additive …, 2022 - Elsevier
As important structural materials widely used in aerospace and automotive industries,
aluminum alloys are perfect candidates for development of laser metal additive …

Towards the next generation of machine learning models in additive manufacturing: A review of process dependent material evolution

M Parsazadeh, S Sharma, N Dahotre - Progress in Materials Science, 2023 - Elsevier
Additive manufacturing facilitates producing of complex parts due to its design freedom in a
wide range of applications. Despite considerable advancements in additive manufacturing …

The role of machine learning in tribology: A systematic review

UMR Paturi, ST Palakurthy, NS Reddy - Archives of Computational …, 2023 - Springer
The machine learning (ML) approach, motivated by artificial intelligence (AI), is an inspiring
mathematical algorithm that accurately simulates many engineering processes. Machine …

[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 …

Recent progress on microstructure manipulation of aluminium alloys manufactured via laser powder bed fusion

Z Xiao, W Yu, H Fu, Y Deng, Y Wu… - Virtual and Physical …, 2023 - Taylor & Francis
Laser powder bed fusion (LPBF) is a promising additive manufacturing technique that allows
layer-by-layer fabrication of metallic powders. Distinguished thermal dynamics result in the …

New insight into the multivariate relationships among process, structure, and properties in laser powder bed fusion AlSi10Mg

Q Luo, N Huang, T Fu, J Wang, DL Bartles… - Additive …, 2023 - Elsevier
Abstract While AlSi10Mg has been extensively studied since its introduction, only a relatively
narrow range of processing conditions has been examined during laser powder bed …

[HTML][HTML] Superior mechanical properties of a Zr-based bulk metallic glass via laser powder bed fusion process control

B Li, V Yakubov, K Nomoto, SP Ringer, B Gludovatz… - Acta Materialia, 2024 - Elsevier
Additive manufacturing has made the fabrication of large-dimensioned bulk metallic glasses
(BMGs) achievable; however, questions remain regarding how to control the processing …

[HTML][HTML] Machine learning for additive manufacturing: Predicting materials characteristics and their uncertainty

D Chernyavsky, DY Kononenko, JH Han, HJ Kim… - Materials & Design, 2023 - Elsevier
Additive manufacturing (AM) is known for versatile fabrication of complex parts, while also
allowing the synthesis of materials with desired microstructures and resulting properties …

Microstructure and mechanical behavior of TiCN reinforced AlSi10Mg composite fabricated by selective laser melting

Z Hu, Z Zhao, X Deng, Z Lu, J Liu, Z Qu - Materials Chemistry and Physics, 2022 - Elsevier
Although Al alloys have been extensively used for additive manufacture, TiCN reinforced Al
composites have rarely been investigated for the feasibility of additive manufacture. In this …

A review on the enhancement of failure mechanisms modeling in additively manufactured structures by machine learning

M Awd, L Saeed, F Walther - Engineering Failure Analysis, 2023 - Elsevier
This review discusses the feasibility of using microstructure-and defect-sensitive models to
predict the fatigue behavior of additively generated materials through a non-exclusive …