Optimizing the switching operation in monoclonal antibody production: Economic MPC and reinforcement learning.
Sandra A. ObiriSong BoBernard T. AgyemanBenjamin Decardi-NelsonJinfeng LiuPublished in: CoRR (2023)
Keyphrases
- reinforcement learning
- function approximation
- production planning
- state space
- optimal control
- robotic control
- multi agent
- reinforcement learning algorithms
- optimal policy
- production process
- markov decision processes
- closed loop
- learning algorithm
- dynamic model
- production system
- real time
- model free
- transfer learning
- supervised learning
- production cost
- function approximators
- dynamic programming
- exploration exploitation tradeoff