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 …
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
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 …
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 …
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 …
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 …
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 …
(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
Edge–cloud collaboration integrated with network virtualization is indispensable for
diversified edge services. Meanwhile, the multilayer elastic optical network (ML-EON) is a …
diversified edge services. Meanwhile, the multilayer elastic optical network (ML-EON) is a …
Edge-cloud collaborative heterogeneous task scheduling in multilayer elastic optical networks
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 …
(ECC) is playing a prominent role in edge service provisioning. For highly diversified edge …
A novel adjustable defragmentation algorithm in elastic optical networks
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 …
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 …
optical network (EON) has been seen as a promising solution for better supporting the ever …