A PVW-based framework predicts viscoelastic crack delay times and crack evolution under arbitrary loads while introducing a path-independent J-integral that yields a generalized Griffith criterion for delayed fracture.
Materials Science and Engineering: A 590, 66–73
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A modular two-stage selective rescanning framework for SEM achieves 99% detection of damage features in DP800 steel at 58% of conventional acquisition time.
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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Theory of fracture initiation and propagation in viscoelastic media
A PVW-based framework predicts viscoelastic crack delay times and crack evolution under arbitrary loads while introducing a path-independent J-integral that yields a generalized Griffith criterion for delayed fracture.
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SPARSE -- Efficient High-Resolution SEM Imaging of Rare Microstructural Features Across Large Areas by Selective Rescanning
A modular two-stage selective rescanning framework for SEM achieves 99% detection of damage features in DP800 steel at 58% of conventional acquisition time.
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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.