Autoencoders plus PCA compress microstructural images from phase-field simulations by a factor of 196 while retaining over 80 percent accuracy, and LSTM networks then predict subsequent frames to speed up the simulations.
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Capabilities of Auto-encoders and Principal Component Analysis of the Reduction of Microstructural Images; Application on the Acceleration of Phase-Field Simulations
Autoencoders plus PCA compress microstructural images from phase-field simulations by a factor of 196 while retaining over 80 percent accuracy, and LSTM networks then predict subsequent frames to speed up the simulations.