Deep Reinforcement Learning for Delay-Sensitive LTE Downlink Scheduling.
Nikhilesh SharmaSen ZhangSomeshwar Rao Somayajula VenkataFilippo MalandraNicholas MastronardeJacob ChakareskiPublished in: PIMRC (2020)
Keyphrases
- long term evolution
- reinforcement learning
- resource allocation
- scheduling and resource allocation
- critical path
- cellular networks
- scheduling problem
- scheduling algorithm
- model free
- fourth generation
- packet scheduling
- state space
- learning algorithm
- function approximation
- multi agent
- optimal policy
- quality of service
- resource constraints
- reinforcement learning algorithms
- round robin
- machine learning
- video streaming
- pricing model
- communication delays
- dynamic programming
- markov decision processes
- action space
- temporal difference
- short range
- software implementation
- wireless communication
- parallel machines
- resource management