Resource Allocation for IRS-Assisted Networks: A Deep Reinforcement Learning Approach.
Sohail AhmadSaud KhanKomal Saifullah KhanFaisal NaeemMuhammad TariqPublished in: IEEE Commun. Stand. Mag. (2023)
Keyphrases
- resource allocation
- reinforcement learning
- resource allocation problems
- resource management
- optimal resource allocation
- allocation strategies
- game theory
- scarce resources
- state space
- resource usage
- allocate resources
- grid environment
- function approximation
- resource requirements
- learning algorithm
- resource availability
- combinatorial auctions
- allocation problems
- market equilibrium
- resource consumption
- reinforcement learning algorithms
- dynamic resource allocation
- dynamic programming
- resource allocation decisions
- distributed resource allocation
- resource allocation and scheduling