[HTML][HTML] Applications of machine learning in process monitoring and controls of L-PBF additive manufacturing: A review

D Mahmoud, M Magolon, J Boer, MA Elbestawi… - Applied Sciences, 2021 - mdpi.com
One of the main issues hindering the adoption of parts produced using laser powder bed
fusion (L-PBF) in safety-critical applications is the inconsistencies in quality levels …

Magnesium role in additive manufacturing of biomedical implants–challenges and opportunities

V Kaushik, N Kumar, M Vignesh - Additive Manufacturing, 2022 - Elsevier
Materials like, stainless steel, titanium, magnesium-based alloys, cobalt-based alloys are
used as suitable materials for biomedical implants. Magnesium and its alloys are highly …

[HTML][HTML] Grain refinement in laser powder bed fusion: The influence of dynamic recrystallization and recovery

HE Sabzi, NT Aboulkhair, X Liang, XH Li, M Simonelli… - Materials & Design, 2020 - Elsevier
During laser powder bed fusion (LPBF) the powder bed undergoes several thermal cycles
incorporating complex thermo-mechanical processing. Different restoration mechanisms …

[HTML][HTML] Thermal control of laser powder bed fusion using deep reinforcement learning

F Ogoke, AB Farimani - Additive Manufacturing, 2021 - Elsevier
Powder-based additive manufacturing techniques provide tools to construct intricate
structures that are difficult to manufacture using conventional methods. In Laser Powder Bed …

[HTML][HTML] Strengthening control in laser powder bed fusion of austenitic stainless steels via grain boundary engineering

HE Sabzi, E Hernandez-Nava, XH Li, H Fu… - Materials & Design, 2021 - Elsevier
A new approach to modelling the microstructure evolution and yield strength in laser powder
bed fusion components is introduced. Restoration mechanisms such as discontinuous …

[HTML][HTML] A deep learning framework for layer-wise porosity prediction in metal powder bed fusion using thermal signatures

Y Mao, H Lin, CX Yu, R Frye, D Beckett… - Journal of Intelligent …, 2023 - Springer
Part quality manufactured by the laser powder bed fusion process is significantly affected by
porosity. Existing works of process–property relationships for porosity prediction require …

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 …

Large-size complex-structure ternary eutectic ceramic fabricated using laser powder bed fusion assisted with finite element analysis

Z Shen, H Su, M Yu, Y Guo, Y Liu, D Zhao, H Jiang… - Additive …, 2023 - Elsevier
Melt-grown oxide eutectic ceramics are well known for their excellent mechanical properties
and microstructural stabilities at ultra-high temperatures. Laser powder bed fusion (LPBF) …

Towards 3-D texture control in a β titanium alloy via laser powder bed fusion and its implications on mechanical properties

S Tekumalla, JE Chew, SW Tan, M Krishnan… - Additive Manufacturing, 2022 - Elsevier
Fusion-based additive manufacturing (AM) offers a new opportunity to design metallic
materials with complex, direction-dependent mechanical properties by controlling the …

Development of Fe-Mn-Si-Cr-Ni shape memory alloy with ultrahigh mechanical properties and large recovery strain by laser powder bed fusion

X Yang, L Cheng, H Peng, B Qian, L Yang, Y Shi… - Journal of Materials …, 2023 - Elsevier
This work systematically studied the effect of volumetric energy density E on the
densification, microstructures, tensile mechanical properties, and shape memory …