Safe chance constrained reinforcement learning for batch process control.
Max MowbrayPanagiotis PetsagkourakisEhecatl Antonio del Rio-ChanonaDongda ZhangPublished in: Comput. Chem. Eng. (2022)
Keyphrases
- process control
- chance constrained
- reinforcement learning
- stochastic programming
- robust optimization
- control system
- chance constraints
- knapsack problem
- chance constrained programming
- reverse logistics
- computationally tractable
- state space
- multistage
- linear program
- optimal policy
- learning algorithm
- network design
- markov decision processes
- markov decision process
- dynamic programming