Deterministic and statistical calibration of constitutive models from full-field data with parametric physics-informed neural networks.
David AntonJendrik-Alexander TrögerHenning WesselsUlrich RömerAlexander HenkesStefan HartmannPublished in: CoRR (2024)
Keyphrases
- neural network
- data sets
- statistical methods
- statistical analysis
- data collection
- historical data
- experimental data
- accurate models
- image data
- data analysis
- data sources
- original data
- data points
- data structure
- synthetic data
- artificial neural networks
- data acquisition
- missing data
- database
- statistical tests
- input data
- end users
- probabilistic model
- neural network model
- statistical inference
- physical models
- raw data
- statistical models
- high dimensional data
- computer systems
- probability distribution
- prior knowledge
- pattern recognition
- machine learning