Performance-Oriented Model Learning for Data-Driven MPC Design.
Dario PigaMarco ForgioneSimone FormentinAlberto BemporadPublished in: IEEE Control. Syst. Lett. (2019)
Keyphrases
- data driven
- learning scheme
- management system
- learning process
- learned models
- probabilistic model
- experimental data
- computational model
- learning design
- learning models
- conceptual framework
- formal model
- learning problems
- conceptual model
- mathematical model
- machine learning
- supervised learning
- probability distribution
- active learning
- user interface
- simulation model
- learning phase
- learning mechanism
- decision theoretic
- case study
- high level
- objective function
- engineering design
- unsupervised learning
- learning tasks
- online learning
- knowledge acquisition
- theoretical framework
- neural network
- learning systems
- parameter estimation