Physics-Informed Neural Networks for Dynamic Process Operations with Limited Physical Knowledge and Data.
Mehmet VeliogluSong ZhaiSophia RupprechtAlexander MitsosAndreas JupkeManuel DahmenPublished in: CoRR (2024)
Keyphrases
- neural network
- raw data
- data sets
- data mining techniques
- knowledge discovery
- image data
- prior knowledge
- data processing
- data quality
- original data
- data analysis
- high quality
- background knowledge
- data sources
- statistical analysis
- data collection
- artificial intelligence
- knowledge based systems
- hidden knowledge
- training process
- acquisition process
- physical models
- expert knowledge
- enormous amounts
- real world
- learning algorithm
- domain experts
- experimental data
- sensor data
- high dimensional data
- database
- training data
- data structure
- end users
- pattern recognition