Scheduling of Time-Varying Workloads Using Reinforcement Learning.
Shanka Subhra MondalNikhil SheoranSubrata MitraPublished in: AAAI (2021)
Keyphrases
- reinforcement learning
- scheduling problem
- function approximation
- database systems
- round robin
- scheduling algorithm
- state space
- dynamic scheduling
- parallel machines
- neural network
- resource allocation
- robotic control
- learning problems
- learning process
- resource constraints
- multi agent
- model free
- temporal difference
- reinforcement learning algorithms
- real time database systems
- flexible manufacturing systems
- database workloads
- multi agent reinforcement learning
- preventive maintenance
- real time
- temporal difference learning
- learning algorithm
- optimal policy
- markov decision processes
- transfer learning