selected publications

• academic article

  • Reinforcement Learning for Compensating Power Excursions in Amplified WDM Systems.  Journal of Lightwave Technology.  39:6805-6813. 2021

• conference paper

  • Dynamic power implementation with reinforcement learning for excursion-free amplified optical systems.  . 2020
  • Optical Amplifier Control in Optical Networks using Machine Learning.  OSA Advanced Photonics Congress (AP) 2020 (IPR, NP, NOMA, Networks, PVLED, PSC, SPPCom, SOF). NeM3B.5-NeM3B.5. 2020