Deep reinforcement learning for proactive spectrum defragmentation in elastic optical networks.
Ehsan EtezadiCarlos NatalinoRenzo DiazAnders X. LindgrenStefan MelinLena WosinskaPaolo MontiMarija FurdekPublished in: JOCN (2022)
Keyphrases
- optical networks
- reinforcement learning
- function approximation
- wavelength division multiplexing
- routing and wavelength assignment
- state space
- service differentiation
- wireless networks
- network technologies
- multi agent
- cognitive radio
- learning algorithm
- open source
- optimal policy
- markov decision processes
- digital libraries
- rapid growth