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11/20/2020
StressNet: Deep Learning to Predict Stress With Fracture Propagation in Brittle Materials
Catastrophic failure in brittle materials is often due to the rapid grow...
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10/28/2020
Identifying Entangled Physics Relationships through Sparse Matrix Decomposition to Inform Plasma Fusion Design
A sustainable burn platform through inertial confinement fusion (ICF) ha...
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10/08/2020
Exploring Sensitivity of ICF Outputs to Design Parameters in Experiments Using Machine Learning
Building a sustainable burn platform in inertial confinement fusion (ICF...
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02/18/2019
Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations
We present a topology-based method for mesh-partitioning in three-dimens...
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10/14/2018
Learning to fail: Predicting fracture evolution in brittle materials using recurrent graph convolutional neural networks
Understanding dynamic fracture propagation is essential to predicting ho...
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05/27/2017
