Deep Reinforcement Learning for QoS-Constrained Resource Allocation in Multiservice Networks.
Juno V. SaraivaIran M. Braga Jr.Victor Farias MonteiroFrancisco Rafael Marques LimaTarcisio F. MacielWalter C. Freitas Jr.Francisco Rodrigo Porto CavalcantiPublished in: CoRR (2020)
Keyphrases
- resource allocation
- resource management
- reinforcement learning
- resource allocation problems
- quality of service
- optimal resource allocation
- traffic engineering
- network resources
- resource allocation decisions
- resource requirements
- allocation strategies
- state space
- resource consumption
- allocation problems
- resource usage
- packet scheduling
- scarce resources
- machine learning
- reinforcement learning algorithms
- resource utilization
- ip networks
- flow network
- allocate resources
- markov decision processes
- dynamic resource allocation
- learning algorithm
- real time
- optimal policy
- decision making