A data-driven ANN model for estimation of melt-pool characteristics in SLM process
D Bombe, A Agrawal, R Kumar - 2024 - dspace.iitrpr.ac.in
The Selective Laser Melting (SLM) process is layered to manufacture a near-net-shaped
metallic 3D component. The SLM process involves multiple physical phenomena during part …
metallic 3D component. The SLM process involves multiple physical phenomena during part …
A data-driven ANN model for estimation of melt-pool characteristics in SLM process
Abstract The Selective Laser Melting (SLM) process is layered to manufacture a near-net-
shaped metallic 3D component. The SLM process involves multiple physical phenomena …
shaped metallic 3D component. The SLM process involves multiple physical phenomena …
Prediction of Melt-Pool Characteristics in SLM Process for Ti6Al4V Using a Semi-Analytical Model
Abstract Selective Laser Melting (SLM) is a powder-based layer-by-layer manufacturing
technique to produce metallic customized shape components. The exceptionally high …
technique to produce metallic customized shape components. The exceptionally high …
Robust prediction and validation of as-built density of Ti-6Al-4V parts manufactured via selective laser melting using a machine learning approach
It is well known that slight changes in selective laser melting (SLM) process parameters may
alter the outcome of mechanical and physical properties of the as-built material in a drastic …
alter the outcome of mechanical and physical properties of the as-built material in a drastic …
Determination of melt pool dimensions using DOE-FEM and RSM with process window during SLM of Ti6Al4V powder
Selective laser melting (SLM) shows a positive prospect as an additive manufacturing (AM)
technique for fabrication of 3D parts with complicated structures. A transient thermal model …
technique for fabrication of 3D parts with complicated structures. A transient thermal model …
Prediction of molten pool temperature in laser solid forming based on PSO-LSTM
J Wang, J Xu, Y Lu, T Xie, J Peng, F Yang… - Frontiers in Materials, 2023 - frontiersin.org
The temperature of the molten pool in Laser Solid Forming has a direct effect on the
dimensional accuracy and mechanical properties of the parts. Accurate prediction of the melt …
dimensional accuracy and mechanical properties of the parts. Accurate prediction of the melt …
A Machine Learning Framework for Melt-Pool Geometry Prediction and Process Parameter Optimization in the Laser Powder-Bed Fusion Process
This study presents a cost-effective and high-precision Machine Learning (ML) method for
predicting the melt-pool geometry and optimizing the process parameters in the laser …
predicting the melt-pool geometry and optimizing the process parameters in the laser …
Numerical investigation and an effective predicting system on the Selective Laser Melting (SLM) process with Ti6Al4V alloy
HS Park, MJ Ansari - IOP Conference Series: Materials Science …, 2018 - iopscience.iop.org
Selective laser melting (SLM) is a powder bed based modern additive manufacturing
process which is widely used to make full-density complex parts in a layer upon layer …
process which is widely used to make full-density complex parts in a layer upon layer …
Development of a comprehensive model for predicting melt pool characteristics with dissimilar materials in selective laser melting processes
Selective laser melting (SLM) is a popular additive manufacturing (AM) technique for the
fabrication of precise components. The success of SLM relies on accurate control of the melt …
fabrication of precise components. The success of SLM relies on accurate control of the melt …
Thermal and molten pool model in selective laser melting process of Inconel 625
Nowadays, additive manufacturing via topology optimization creates new opportunities for
weight reductions in aerospace industry where high fly-to-buy ratio is desired. Selective …
weight reductions in aerospace industry where high fly-to-buy ratio is desired. Selective …