A machine learning constitutive model for plasticity and strain hardening of polycrystalline metals based on data from micromechanical simulations.
Ronak ShoghiAlexander HartmaierPublished in: Mach. Learn. Sci. Technol. (2024)
Keyphrases
- simulation data
- machine learning
- data sets
- experimental data
- statistical methods
- data processing
- learning models
- test data
- prior knowledge
- probability distribution
- data collection
- input data
- neural network model
- database
- measured data
- data analysis
- data points
- probabilistic model
- raw data
- expert knowledge
- finite element
- statistical analysis
- high dimensional data
- high level
- training data
- image data
- theoretical analysis
- synthetic data
- em algorithm
- text classification
- prior information
- supervised learning
- network structure
- bayesian networks
- multi layer
- empirical data
- thin film
- neural network
- material properties