Decentralized Routing and Radio Resource Allocation in Wireless Ad Hoc Networks via Graph Reinforcement Learning.
Xiaochen ZhangHaitao ZhaoJun XiongXiaoran LiuHang YinXuanhan ZhouJibo WeiPublished in: IEEE Trans. Cogn. Commun. Netw. (2024)
Keyphrases
- resource allocation
- reinforcement learning
- decentralized decision making
- multi agent
- resource allocation problems
- resource management
- resource requirements
- allocation problems
- scarce resources
- optimal resource allocation
- directed graph
- routing algorithm
- combinatorial auctions
- machine learning
- resource availability
- cooperative
- allocation strategies
- peer to peer
- resource allocation decisions
- ad hoc networks
- routing problem
- random walk
- distributed systems
- state space
- grid environment
- resource allocation and scheduling
- learning process
- distributed resource allocation
- temporal difference
- dynamic resource allocation
- allocate resources
- negotiation mechanism
- social welfare
- reinforcement learning algorithms
- model free
- learning algorithm