Reinforcement-Learning-Empowered MLaaS Scheduling for Serving Intelligent Internet of Things.
Heyang QinSyed ZawadYanqi ZhouSanjay PadhiLei YangFeng YanPublished in: IEEE Internet Things J. (2020)
Keyphrases
- reinforcement learning
- function approximation
- scheduling problem
- round robin
- learning capabilities
- reinforcement learning algorithms
- robotic control
- parallel processors
- scheduling algorithm
- mobile devices
- supervised learning
- resource allocation
- markov decision processes
- state space
- control system
- optimal control
- key technologies
- model free
- dynamic scheduling
- reinforcement learning methods
- artificial intelligence
- smart objects
- policy search
- preventive maintenance
- database systems
- multi agent
- control policy
- learning process
- parallel machines
- intelligent systems
- decision support
- distributed systems