Optical Networking Gym: an open-source toolkit for resource assignment problems in optical networks

C Natalino, T Magalhães, F Arpanaei… - Journal of Optical …, 2024 - opg.optica.org
The dynamic provisioning of optical network services requires algorithms to find a suitable
solution given the specific service requirements and the current network state. These …

Unified monitoring and telemetry platform supporting network intelligence in optical networks

S Shen, J Han, K Bardhi, H Li, R Yang… - Journal of Optical …, 2025 - opg.optica.org
In recent years, machine-learning (ML) applications have<? TeX 2pc 0pt?> generated
considerable interest and shown great potential in optimizing optical network management …

DRL-based fragmentation-and impairment-aware resource allocation algorithm in C+ L band elastic optical networks

D Yan, N Feng, J Lv, D Ren, J Hu, J Zhao - Optical Fiber Technology, 2025 - Elsevier
Efficient resource allocation and management can maximize the utilization of spectrum
resources in C+ L band elastic optical networks (EONs). To minimize spectrum …

Unified Monitoring and Telemetry Platform for Future Intelligent Optical Networks

S Shen, J Han, H Li, Y Teng, S Yan… - 2024 24th …, 2024 - ieeexplore.ieee.org
With the advancement of machine learning (ML) in network automation, the importance of
telemetry and monitoring across entire optical networks is paramount. Traditional, localized …