Review on the correlation between microstructure and mechanical performance for laser powder bed fusion AlSi10Mg
As important structural materials widely used in aerospace and automotive industries,
aluminum alloys are perfect candidates for development of laser metal additive …
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
Additive manufacturing facilitates producing of complex parts due to its design freedom in a
wide range of applications. Despite considerable advancements in additive manufacturing …
wide range of applications. Despite considerable advancements in additive manufacturing …
The role of machine learning in tribology: A systematic review
The machine learning (ML) approach, motivated by artificial intelligence (AI), is an inspiring
mathematical algorithm that accurately simulates many engineering processes. Machine …
mathematical algorithm that accurately simulates many engineering processes. Machine …
[HTML][HTML] Big data, machine learning, and digital twin assisted additive manufacturing: A review
Additive manufacturing (AM) has undergone significant development over the past decades,
resulting in vast amounts of data that carry valuable information. Numerous research studies …
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 …
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
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 …
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
Additive manufacturing has made the fabrication of large-dimensioned bulk metallic glasses
(BMGs) achievable; however, questions remain regarding how to control the processing …
(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 …
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 …
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
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 …
predict the fatigue behavior of additively generated materials through a non-exclusive …