Joint Task and Computing Resource Allocation in Distributed Edge Computing Systems via Multi-Agent Deep Reinforcement Learning.
Yan ChenYanjing SunHao YuTarik TalebPublished in: IEEE Trans. Netw. Sci. Eng. (2024)
Keyphrases
- resource allocation
- computing systems
- multi agent
- reinforcement learning
- computer systems
- computing platform
- distributed resource allocation
- cooperative
- decentralized decision making
- resource management
- learning agents
- computing technologies
- resource allocation and scheduling
- single agent
- resource allocation problems
- optimal resource allocation
- parallel computing
- multi agent systems
- allocation strategies
- intelligent agents
- scarce resources
- autonomic computing
- heterogeneous systems
- resource allocation decisions
- multiagent systems
- state space
- allocation problems
- machine learning
- case study
- open source
- distributed systems
- grid environment
- combinatorial auctions
- optimal policy
- learning capabilities
- multiple agents
- learning algorithm