Dual-stage planning for elastic optical networks integrating machine-learning-assisted QoT estimation

Abstract

We propose a dual-stage planning framework for elastic optical networks that integrates machine-learning-based quality-of-transmission estimation into the routing and spectrum assignment optimization process.

Machine LearningOptical NetworksNetwork Optimization

BibTeX

@article{salani2022dual,
  title     = {Dual-stage planning for elastic optical networks integrating machine-learning-assisted QoT estimation},
  author    = {Salani, Matteo and Rottondi, Cristina and Cer{\'e}, Leopoldo and Tornatore, Massimo},
  journal   = {IEEE/ACM Transactions on Networking},
  volume    = {31},
  number    = {3},
  pages     = {1293--1307},
  year      = {2022},
  publisher = {IEEE}
}