Reinforcement Learning-Based and Parametric Production-Maintenance Control Policies for a Deteriorating Manufacturing System.
A. S. XanthopoulosAthanasios KiatipisDimitris E. KoulouriotisSepp StiegerPublished in: IEEE Access (2018)
Keyphrases
- control policies
- optimal production
- optimal policy
- reinforcement learning
- manufacturing systems
- continuous state
- markov decision processes
- manufacturing processes
- production process
- state space
- state dependent
- production rate
- finite horizon
- decision problems
- shop floor
- action space
- infinite horizon
- long run
- production cost
- control policy
- petri net
- inventory level
- markov decision process
- quality control
- production system
- multistage
- finite state
- dynamic programming
- control strategies
- flexible manufacturing systems
- manufacturing environment
- manufacturing process
- production scheduling
- initial state
- reward function
- complex systems
- machine learning
- motion control
- expected cost
- preventive maintenance
- lost sales
- raw material
- model free
- sufficient conditions
- search algorithm