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Machine learning for advancing laser powder bed fusion of stainless steel
Faculty
Engineering
Year:
2024
Type of Publication:
ZU Hosted
Pages:
Authors:
Walaa AbdelAzim Abdulaziz AbdelAal
Staff Zu Site
Abstract In Staff Site
Journal:
Journal of Materials Research and Technology elseiver
Volume:
Keywords :
Machine learning , advancing laser powder , fusion
Abstract:
In the dynamic landscape of advanced manufacturing, the confluence of laser powder bed fusion (LPBF) and machine learning (ML) has recently garnered significant attention in many applications. This review investigates the confluence of LPBF and ML, specifically within the specific domain of stainless steel. Firstly, it delves into LPBF principles, including an overview of critical process parameters and associated defects. Secondly, the paper meticulously addresses the distinct challenges posed by steel in additive manufacturing (AM), highlighting factors such as chemical composition, anisotropic microstructure, and oxide film formation, all of which require specialized considerations. Thirdly, the spotlight shifts to the pivotal role of ML, covering predictive modeling for process parameters, real-time defect detection, and quality control. This paper highlights recent advances, revealing how data-driven approaches can accelerate process understanding and part qualification. Eventually, this review offers insights into the future integration of ML in LPBF for steel, providing valuable perspectives on potential advancements in the field of AM.
Author Related Publications
Walaa AbdelAzim Abdulaziz AbdelAal, "Microstructure evolution and mechanical properties of Al/Al–12%Si (multilayer processed by accumulative roll bonding (ARB", ScienceDirect, 2015
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Walaa AbdelAzim Abdulaziz AbdelAal, "Effect of surface roughness due to wire brushing on cold roll bonding of Al 1050 sheets", كلية الهندسة, 2015
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Walaa AbdelAzim Abdulaziz AbdelAal, "Grain size affecting the deformation characteristics via micro-injection upsetting", springer, 2021
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Walaa AbdelAzim Abdulaziz AbdelAal, "Synthesis and Characterization of Hybrid Fiber-Reinforced Polymer by Adding Ceramic Nanoparticles for Aeronautical Structural Applications", MDPI, 2021
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Walaa AbdelAzim Abdulaziz AbdelAal, "Metallurgical analysis of ASME SA213 T12 boiler vertical water-wall tubes failure", elsevier, 2023
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Department Related Publications
Adel Fathy Meselhy Ibrahiem, "On the microstructural and mechanical responses of dual-matrix Al-Ni/SiC composites manufactured using accumulative roll bonding", Elsevier, 2023
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Ahmed Ibrahim Ali Ibraheim, "Room-temperature detection of hydrogen by platinum-decorated tin oxide thin films augmented by heat-treatment", Elsevier, 2018
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Ahmed Ibrahim Ali Ibraheim, "Fabrication of polysulfone nanocomposite membranes with silver-doped carbon nanotubes and their antifouling performance", Journal of Applied Polymer Science, 2016
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Adel Fathy Meselhy Ibrahiem, "Improving compressibility and thermal properties of Al–Al2O3 nanocomposites using Mg particles", Springer, 2018
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Sameh Mohamed Mahdi Osman , "Production and characterization of three-dimensional graphite nanoplatelets", Springer, 2017
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