A new research article has been published in the Journal of Lightwave Technology (2025):
DRL-Assisted QoT-Aware Service Provisioning in Multi-Band Elastic Optical Networks
Authors: Y. Teng et al.
This paper proposes a deep reinforcement learning–based framework for QoT-aware service provisioning in multi-band elastic optical networks. The approach enables intelligent resource allocation decisions by jointly considering transmission quality constraints and network dynamics across multiple spectral bands.
The results demonstrate improved service provisioning efficiency and adaptability compared to conventional heuristic-based solutions, reinforcing the importance of AI-assisted network automation for future high-capacity optical infrastructures.
đź”— Paper available via IEEE Xplore:
https://ieeexplore.ieee.org