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High-speed Interpretable Representation Learning of Melt Pool Signatures in Metal Additive Manufacturing

IEEE Conference on Automation Science and Engineering(2024)

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Key words
Additive Manufacturing,Melt Pool,Metal Additive Manufacturing,Deep Learning,High Speed,3D Printing,Video Frames,Handcrafted Features,Printing Process,Variational Autoencoder,Interpretation Of Features,Data-driven Techniques,Training Set,Monte Carlo Simulation,Support Vector Machine,Decoding,Deep Neural Network,Sequencing Of Samples,Energy Density,Black Box,Maximum A Posteriori,Feature Space,Understanding Of System,Increase In Energy Density,Input Feature Vector,Data-driven Learning,Image Space,Secondary Loss,Mean Vector,PI Controller
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