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Machine learning for alloys
Alloy modelling has a history of machine-learning-like approaches, preceding the tide of
data-science-inspired work. The dawn of computational databases has made the integration …
data-science-inspired work. The dawn of computational databases has made the integration …
Laser powder bed fusion additive manufacturing of NiTi shape memory alloys: a review
S Wei, J Zhang, L Zhang, Y Zhang… - … Journal of Extreme …, 2023 - iopscience.iop.org
NiTi alloys have drawn significant attentions in biomedical and aerospace fields due to their
unique shape memory effect (SME), superelasticity (SE), dam** characteristics, high …
unique shape memory effect (SME), superelasticity (SE), dam** characteristics, high …
Laser subtractive and laser powder bed fusion of metals: Review of process and production features
Purpose The purpose of this study is, to compare laser-based additive manufacturing and
subtractive methods. Laser-based manufacturing is a widely used, noncontact, advanced …
subtractive methods. Laser-based manufacturing is a widely used, noncontact, advanced …
Controlling martensitic transformation characteristics in defect-free NiTi shape memory alloys fabricated using laser powder bed fusion and a process optimization …
Abstract Laser Powder Bed Fusion (L-PBF) was utilized to fabricate fully dense, near-
equiatomic (Ni 50.1 Ti 49.9) and Ni-rich NiTi (Ni 50.8 Ti 49.2) shape memory alloy (SMA) …
equiatomic (Ni 50.1 Ti 49.9) and Ni-rich NiTi (Ni 50.8 Ti 49.2) shape memory alloy (SMA) …
A review of the multi-dimensional application of machine learning to improve the integrated intelligence of laser powder bed fusion
Laser powder bed fusion (LPBF) as one of the most promising additive manufacturing (AM)
technologies, has been widely used to produce metal parts and applied in fields such as …
technologies, has been widely used to produce metal parts and applied in fields such as …
[HTML][HTML] Additive manufacturing of shape memory alloys: A review with emphasis on powder bed systems
The ability of shape memory alloys (SMAs) to recover inelastic strains larger than any other
metallic alloy has prompted their use in a wide range of applications. However, for the most …
metallic alloy has prompted their use in a wide range of applications. However, for the most …
A systematic literature review on recent trends of machine learning applications in additive manufacturing
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …
efficiently and in a lesser production cycle time as compared to conventional subtractive …
An ultra-high strength martensitic steel fabricated using selective laser melting additive manufacturing: Densification, microstructure, and mechanical properties
Martensitic steels have gained renewed interest recently for their use in automotive,
aerospace, and defense applications due to their ultra-high yield strengths and reasonable …
aerospace, and defense applications due to their ultra-high yield strengths and reasonable …
Additive manufacturing of NiTi shape memory alloy for biomedical applications: review of the LPBF process ecosystem
NiTi shape memory alloys (SMAs) are used in a broad range of biomedical applications
because of their unique properties including biocompatibility and high corrosion and wear …
because of their unique properties including biocompatibility and high corrosion and wear …
Assessing printability maps in additive manufacturing of metal alloys
We propose a methodology for predicting the printability of an alloy, subject to laser powder
bed fusion additive manufacturing. Regions in the process space associated with keyhole …
bed fusion additive manufacturing. Regions in the process space associated with keyhole …