Intelligent scheduling and reconfiguration via deep reinforcement learning in smart manufacturing.
Shengluo YangZhigang XuPublished in: Int. J. Prod. Res. (2022)
Keyphrases
- manufacturing systems
- reinforcement learning
- manufacturing environment
- flexible manufacturing systems
- shop floor
- production planning
- wafer fabrication
- learning capabilities
- manufacturing processes
- scheduling problem
- function approximation
- holonic manufacturing systems
- computer integrated manufacturing
- material handling
- intelligent systems
- round robin
- state space
- quality control
- optimal policy
- petri net
- manufacturing industry
- decision support
- expert systems
- manufacturing process
- reinforcement learning algorithms
- machine learning
- learning algorithm
- model free
- resource constraints
- scheduling algorithm
- markov decision processes
- multi agent
- smart objects
- dynamic programming
- response time
- neural network
- robotic control
- smart home environment
- cell formation
- context aware
- complex systems
- resource allocation
- smart spaces
- smart environments