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RISDual Generative Adversarial Networks for Neighborhood Learning and Prediction of Melt-Pool Dynamics in Additive Manufacturing
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Abstract. Laser powder bed fusion (LPBF) is one of the metal additive manufacturing technologies that uses a laser beam to selectively fuse the material into the desired shape layer by layer. At each fusing point, the laser ...
Engineering-Guided Deep Learning of Melt-Pool Dynamics for Additive Manufacturing Quality Monitoring
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Additive manufacturing (AM) fabricates three-dimensional parts via layer-by-layer deposition and solidification of materials. Due to the complexity of this process, advanced sensing is increasingly employed to facilitate ...