Learning without Data: Physics-Informed Neural Networks for Fast Time-Domain Simulation.
Jochen StiasnySamuel ChevalierSpyros ChatzivasileiadisPublished in: CoRR (2021)
Keyphrases
- neural network
- data sets
- prior knowledge
- synthetic data
- neural nets
- end users
- data structure
- learning tasks
- data collection
- image data
- data analysis
- raw data
- data quality
- database
- data distribution
- spatial data
- original data
- background knowledge
- statistical analysis
- learning models
- reinforcement learning
- training data
- learning algorithm
- data processing
- high dimensional data
- input data
- missing data
- probability distribution
- sensor data
- data sources
- experimental data
- learning process
- pattern recognition
- high quality
- machine learning