Spectrum Adaptive Awareness Routing and Spectrum Allocation Based on Reinforcement Learning

Z Guan, F Wang, Z Dong, Z Li… - 2023 Opto-Electronics …, 2023 - ieeexplore.ieee.org
We propose a spectrum adaptive awareness routing and spectrum allocation (SAA-RSA)
scheme based on reinforcement learning in elastic optical networks. This scheme combines …

Routing and spectrum assignment employing long short-term memory technique for elastic optical networks

L Cheng, Y Qiu - Optical Switching and Networking, 2022 - Elsevier
With the prevalence of some high bandwidth-demanding applications, such as cloud
computing, traditional wavelength-division-multiplexing passive optical networks have …

Routing and spectrum assignment algorithm with traffic prediction and periodic rerouting in elastic optical networks

S Zhang, Z Xu, S Du, J Wu - 2019 IEEE 11th International …, 2019 - ieeexplore.ieee.org
Routing and spectrum assignment (RSA) is a key issue in elastic optical networks (EONs). A
new RSA algorithm entitled traffic prediction and periodic rerouting (TPPR) is proposed to …

Pre-and post-processing techniques for reinforcement-learning-based routing and spectrum assignment in elastic optical networks

T Tanaka, M Shimoda - Journal of Optical Communications and …, 2023 - opg.optica.org
Research on the routing and spectrum assignment (RSA) problem has long been conducted
with the aim of efficiently utilizing the frequency resources of optical networks. Given the …

A deep learning based RSA strategy for elastic optical networks

J Yu, B Cheng, C Hang, Y Hu, S Liu… - 2019 18th …, 2019 - ieeexplore.ieee.org
The dynamic allocation and release of services introduces spectrum fragmentation, which
affects the allocation of subsequent services and utilization of spectrum resources for Elastic …

An efficient routing and spectrum assignment algorithm using prediction for elastic optical networks

WB Jia, ZQ Xu, Z Ding, K Wang - … International Conference on …, 2016 - ieeexplore.ieee.org
Holding time awareness provides the additional information that could be used in routing
and spectrum assignment (RSA) in elastic optical networks, and thus improves the …

A Heuristic Deep Learning Assisted RSA Algorithm for Elastic Optical Networks

M Chen, R Ge, L Jiang, J Shen - 2022 IEEE 14th International …, 2022 - ieeexplore.ieee.org
Routing and spectrum assignments (RSA) is a critical issue for Elastic Optical Networks
(EONs). Traditional K-Shortest Path (KSP) algorithm cannot provide optimal routing strategy …

Consecutiveness loss-aware routing and spectrum assignment algorithm in flexible bandwidth optical networks

X Wang, Y Zhao, J Zhang, X Yu… - … on Communications and …, 2012 - ieeexplore.ieee.org
Routing and spectrum assignment (RSA) problem has become a research hotspot in flexible
bandwidth optical networks. In this paper, we propose a novel RSA algorithm based on …

Link state aware dynamic routing and spectrum allocation strategy in elastic optical networks

Y Zhou, Q Sun, S Lin - Ieee Access, 2020 - ieeexplore.ieee.org
Compared with traditional wavelength division optical network, elastic optical network (EON)
divides the network spectrum into smaller spectrum slots to improve the spectrum utilization …

Fragmentation aware routing and spectrum assignment algorithm for elastic optical networks

J Shen, J Chen, Y Sun - TENCON 2015-2015 IEEE Region 10 …, 2015 - ieeexplore.ieee.org
Routing and Spectrum Assignment is a key issue in Elastic Optical Networks (EON). Under
dynamic traffic conditions, spectrum fragmentation of the frequency resources reduces the …