Live Demonstration of Autonomous Link-Capacity Adjustment in Optical Metro-Aggregation Networks

M Balanici, P Safari, B Shariati, A Jafari… - 2024 Optical Fiber …, 2024 - ieeexplore.ieee.org
We demonstrate a real-time ML-assisted network automation pipeline for dynamic,
autonomous link-capacity allocation based on traffic-flow forecasting for optical metro …

Autonomous Capacity Adjustment with Dynamic Margin Allocation for Optical Enterprise Links

M Balanici, B Shariati, P Safari, G Bergk… - Optical Fiber …, 2024 - opg.optica.org
Conference title, upper and lower case, bolded, 18 point type, centered Page 1 * Geronimo
Bergk is now with Horváth AG, Rotebühlstraße 100, 70178 Stuttgart, Germany. Autonomous …

Node-oriented traffic prediction and scheduling based on graph convolutional network in metro optical networks

B Bao, H Yang, Y Wan, Q Yao, A Yu… - Optical Fiber …, 2021 - opg.optica.org
Conference title, upper and lower case, bolded, 18 point type, centered Page 1 Node-Oriented
Traffic Prediction and Scheduling Based on Graph Convolutional Network in Metro Optical …

Hierarchical time-slot allocation for dynamic bandwidth control in optical layer-2 switch network

M Nakagawa, K Hattori, N Kimishima… - IEICE Transactions …, 2014 - search.ieice.org
We are developing an optical layer-2 switch network that uses both wavelength-division
multiplexing and time-division multiplexing technologies for efficient traffic aggregation in …

A data-driven bandwidth allocation framework with QoS considerations for EONs

T Panayiotou, K Manousakis… - Journal of Lightwave …, 2019 - ieeexplore.ieee.org
This paper proposes a data-driven bandwidth allocation (BA) framework for periodically and
dynamically reconfiguring an elastic optical network according to predictive BA (PBA) …

Traffic-based adaptive bandwidth adjustment for flexible OTN connectivity in optical networks

Q Hu, W Wang, L Hu, Y Li, Y Zhao, J Zhang - Optics Express, 2023 - opg.optica.org
In conventional optical transport networks, the service form is the fixed bandwidth
connectivity, which is not flexible for carrying bursting traffic. To support the time-varying …

Data analysis-based autonomic bandwidth adjustment in software defined multi-vendor optical transport networks

Y Li, Y Zhao, J Zhang, X Yu, R Jing - Optics Express, 2017 - opg.optica.org
Network operators generally provide dedicated lightpaths for customers to meet the demand
for high-quality transmission. Considering the variation of traffic load, customers usually rent …

Run, walk, crawl: Towards dynamic link capacities

R Singh, M Ghobadi, KT Foerster, M Filer… - Proceedings of the 16th …, 2017 - dl.acm.org
Fiber optic cables are the workhorses of today's Internet services. Operators spend millions
of dollars to purchase, lease and maintain their optical backbone, making the efficiency of …

Self-Adaptive Bandwidth Allocation to Address Dynamic Traffic Concept Drift in Optical Access Networks

L Ruan, E Wong - 2023 21st International Conference on …, 2023 - ieeexplore.ieee.org
In this invited talk, we will review our recent work on online reinforcement learning-based
dynamic bandwidth allocation (ORL-DBA) scheme that addresses concept drift in ML …

Operationalizing partially disaggregated optical networks: an open standards-driven multi-vendor demonstration

E Le Rouzic, A Lindgren, S Melin… - Optical Fiber …, 2021 - opg.optica.org
We present and demonstrate service provisioning in partially disaggregated multi-vendor
network automation scenarios with online physical impairment validation. This work uses …