Routing Based on Deep Reinforcement Learning in Optical Transport Networks.
José Suárez-VarelaAlbert MestresJunlin YuLi KuangHaoyu FengPere Barlet-RosAlbert Cabellos-AparicioPublished in: OFC (2019)
Keyphrases
- reinforcement learning
- transport network
- packet switching
- switched networks
- network topologies
- social networks
- wavelength division multiplexing
- wireless ad hoc networks
- optical burst switching
- wdm networks
- dynamic routing
- link failure
- traffic engineering
- routing problem
- learning algorithm
- state space
- routing algorithm
- markov decision processes
- network design
- action selection
- reinforcement learning algorithms
- network nodes
- network topology
- internet protocol
- complex networks
- machine learning
- model free
- node density
- optimal policy
- packet forwarding
- optical networks
- function approximation
- path selection
- interconnection networks
- network size
- travel time