A Unified Sparse Optimization Framework to Learn Parsimonious Physics-Informed Models From Data.
Kathleen P. ChampionPeng ZhengAleksandr Y. AravkinSteven L. BruntonJ. Nathan KutzPublished in: IEEE Access (2020)
Keyphrases
- data sets
- data collection
- database
- experimental data
- data analysis
- data processing
- probabilistic model
- modeling framework
- raw data
- synthetic data
- sparse data
- data structure
- end users
- data sources
- neural network
- original data
- training data
- high quality
- historical data
- statistical inference
- image data
- prior knowledge
- statistical methods
- data distribution
- spatial data
- bayesian framework
- high dimensional data
- optimization problems
- accurate models