Deep Reinforcement Learning Based Approach for Online Service Placement and Computation Resource Allocation in Edge Computing.
Tong LiuShenggang NiXiaoqiang LiYanmin ZhuLinghe KongYuanyuan YangPublished in: IEEE Trans. Mob. Comput. (2023)
Keyphrases
- resource allocation
- reinforcement learning
- resource usage
- resource management
- allocate resources
- resource sharing
- resource allocation problems
- resource requirements
- grid environment
- grid resource
- online learning
- allocation problems
- optimal resource allocation
- service providers
- allocation strategies
- resource allocation decisions
- web services
- optimal policy
- combinatorial auctions
- management system
- market equilibrium
- service level agreements
- resource availability
- resource allocation and scheduling
- scarce resources
- packet scheduling
- grid computing environment
- learning algorithm
- dynamic resource allocation
- resource consumption
- reinforcement learning algorithms
- state space
- dynamic programming
- cooperative
- multi agent