Intelligent Spectrum Sensing and Resource Allocation in Cognitive Networks via Deep Reinforcement Learning.
Dinh C. NguyenDavid J. LoveChristopher G. BrintonPublished in: ICC (2023)
Keyphrases
- resource allocation
- cognitive radio
- spectrum sensing
- reinforcement learning
- cognitive radio networks
- cellular networks
- resource management
- optimal resource allocation
- resource allocation problems
- allocation strategies
- social networks
- allocation problems
- wireless communication
- resource allocation and scheduling
- resource allocation decisions
- wireless networks
- learning algorithm
- decision making
- learning capabilities
- communication systems
- computer networks
- intelligent systems
- scarce resources
- distributed resource allocation
- base station
- reinforcement learning algorithms
- mobile users
- markov decision processes
- key technologies
- flow network
- response time
- state space
- reward function