Intelligent Resource Allocation for IRS-Enhanced OFDM Communication Systems: A Hybrid Deep Reinforcement Learning Approach.
Wei WuFengchun YangFuhui ZhouQihui WuRose Qingyang HuPublished in: IEEE Trans. Wirel. Commun. (2023)
Keyphrases
- communication systems
- resource allocation
- reinforcement learning
- information processing systems
- resource management
- resource allocation problems
- orthogonal frequency division multiplexing
- channel estimation
- computer systems
- optimal resource allocation
- multiple access
- learning capabilities
- allocation problems
- allocation strategies
- state space
- resource allocation decisions
- blind equalization
- scarce resources
- wireless channels
- markov decision processes
- distributed resource allocation
- resource usage
- combinatorial auctions
- optimal policy
- decision making
- data management
- resource allocation and scheduling
- database systems