A Simple Reinforcement Learning Mechanism for Resource Allocation in LTE-A Networks with Markov Decision Process and Q-Learning.
Einar C. SantosPublished in: CoRR (2017)
Keyphrases
- resource allocation
- learning mechanism
- reinforcement learning
- markov decision process
- state space
- optimal policy
- resource management
- resource allocation problems
- temporal difference learning
- learning algorithm
- markov decision processes
- learning process
- optimal resource allocation
- multi agent
- scarce resources
- policy iteration
- cellular networks
- resource allocation decisions
- function approximation
- reinforcement learning algorithms
- learning capabilities
- state action
- allocation problems
- long term evolution
- reward function
- model free
- optimal control
- learning rules
- network structure
- neural network