Discovering Nonlinear PDEs from Scarce Data with Physics-encoded Learning.
Chengping RaoPu RenYang LiuHao SunPublished in: ICLR (2022)
Keyphrases
- data sets
- high quality
- prior knowledge
- learning algorithm
- synthetic data
- reinforcement learning
- data collection
- data analysis
- learning process
- data processing
- learning models
- database
- spatial data
- background knowledge
- online learning
- training data
- data points
- knowledge discovery
- end users
- raw data
- computer systems
- high dimensional data
- experimental data
- databases
- partial differential equations
- human experts
- image enhancement
- e learning
- sensor data
- image processing
- missing data
- data structure
- xml documents
- data sources
- data mining techniques