Task Offloading and Resource Allocation for Mobile Edge Computing by Deep Reinforcement Learning Based on SARSA.
Taha AlfakihMohammad Mehedi HassanAbdu GumaeiClaudio SavaglioGiancarlo FortinoPublished in: IEEE Access (2020)
Keyphrases
- resource allocation
- reinforcement learning
- reinforcement learning algorithms
- function approximation
- resource allocation problems
- temporal difference
- resource management
- game theory
- optimal resource allocation
- temporal difference learning
- allocation strategies
- state space
- markov decision processes
- allocate resources
- learning algorithm
- allocation problems
- function approximators
- policy iteration
- resource usage
- scarce resources
- distributed resource allocation
- resource allocation and scheduling
- action selection
- model free
- learning capabilities
- machine learning
- transfer learning
- computing environments
- resource requirements
- resource consumption
- optimal control
- rl algorithms
- learning tasks
- reinforcement learning methods
- dynamic resource allocation
- dynamic programming
- multi agent systems
- resource allocation decisions
- market equilibrium
- multi agent