Reinforcement Learning for Two-Stage Permutation Flow Shop Scheduling - A Real-World Application in Household Appliance Production.
Arthur MüllerFelix GrumbachFiona KattenstrothPublished in: IEEE Access (2024)
Keyphrases
- reinforcement learning
- smart home
- function approximation
- scheduling problem
- reinforcement learning algorithms
- optimal policy
- markov decision processes
- production system
- state space
- data sets
- learning algorithm
- dynamic programming
- machine learning
- policy search
- robotic control
- census data
- production cost
- model free
- flowshop
- production process
- production scheduling
- hybrid genetic algorithm
- multi agent reinforcement learning
- supervised learning
- learning process
- multi agent