Learning constitutive models from microstructural simulations via a non-intrusive reduced basis method.
Theron GuoOndrej RokosKaren VeroyPublished in: CoRR (2021)
Keyphrases
- prior knowledge
- detection method
- probabilistic model
- statistical model
- unsupervised learning
- learned models
- learning scheme
- monte carlo simulation
- pairwise
- parameter estimation
- support vector machine svm
- accurate models
- neural nets
- statistical methods
- machine learning methods
- clustering method
- high accuracy
- support vector machine
- cost function
- computational complexity
- significant improvement
- segmentation method
- active learning
- learning process
- preprocessing
- similarity measure
- white matter
- decision trees
- learning mechanism
- genetic algorithm
- neural network