Deep reinforcement learning for proactive spectrum defragmentation in elastic optical networks

E Etezadi, C Natalino, R Diaz, A Lindgren… - Journal of Optical …, 2023 - opg.optica.org
The immense growth of Internet traffic calls for advanced techniques to enable the dynamic
operation of optical networks, efficient use of spectral resources, and automation. In this …

Resource allocation in multicore elastic optical networks: a deep reinforcement learning approach

J Pinto-Ríos, F Calderón, A Leiva, G Hermosilla… - …, 2023 - Wiley Online Library
A deep reinforcement learning (DRL) approach is applied, for the first time, to solve the
routing, modulation, spectrum, and core allocation (RMSCA) problem in dynamic multicore …

Fragmentation management to reduce bandwidth wastage in SDM-EON networks

Y Khorasani, A Ghaffarpour Rahbar… - Photonic Network …, 2023 - Springer
One of the attractive networking technologies is elastic optical networks (EON). Bandwidth
allocation in EON is more efficient than traditional optical networks. In EON, the allocation of …

DeepDefrag: A deep reinforcement learning framework for spectrum defragmentation

E Etezadi, C Natalino, R Diaz… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
Exponential growth of bandwidth demand, spurred by emerging network services with
diverse characteristics and stringent performance requirements, drives the need for dynamic …

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 …

Crosstalk classification based on synthetically consider crosstalk and fragmentation rmcsa in multi-core fiber-based eons

Y Chen, N Feng, Y Zhou, D Ren, J Zhao - Photonics, 2023 - mdpi.com
Space division multiplexing elastic optical networks (SDM-EONs) based on multi-core fiber
(MCF) technologies have attracted widespread attention as a potential means of enhancing …

Approximately Lossless Model Compression-Based Multilayer Virtual Network Embedding for Edge–Cloud Collaborative Services

Z Yang, R Gu, H Li, Y Ji - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Edge–cloud collaboration integrated with network virtualization is indispensable for
diversified edge services. Meanwhile, the multilayer elastic optical network (ML-EON) is a …

Edge-cloud collaborative heterogeneous task scheduling in multilayer elastic optical networks

Z Yang, R Gu, Z Zhu, Y Ji - 2021 IEEE Global Communications …, 2021 - ieeexplore.ieee.org
With the explosive growth of edge applications in the 5G/B5G era, edge-cloud collaboration
(ECC) is playing a prominent role in edge service provisioning. For highly diversified edge …

A novel adjustable defragmentation algorithm in elastic optical networks

Y Khorasani, AG Rahbar, B Alizadeh - Optical Fiber Technology, 2024 - Elsevier
Fragmentation is one of the challenges in elastic optical networks (EONs), and therefore,
solutions to deal with this challenge are important. Defragmentation is one of the reactive …

Make-before-break based spectrum defragmentation in mixed-grid optical networks

C Song, R He, X Chen, Z Wei - Optical Fiber Technology, 2024 - Elsevier
With flexible spectrum allocation and distance-adaptive modulation, the flex-grid elastic
optical network (EON) has been seen as a promising solution for better supporting the ever …