[HTML][HTML] Artificial intelligence (AI) methods in optical networks: A comprehensive survey
Artificial intelligence (AI) is an extensive scientific discipline which enables computer
systems to solve problems by emulating complex biological processes such as learning …
systems to solve problems by emulating complex biological processes such as learning …
A survey on traffic prediction techniques using artificial intelligence for communication networks
A Chen, J Law, M Aibin - Telecom, 2021 - mdpi.com
Much research effort has been conducted to introduce intelligence into communication
networks in order to enhance network performance. Communication networks, both wired …
networks in order to enhance network performance. Communication networks, both wired …
Machine-learning-based prediction for resource (re) allocation in optical data center networks
Traffic prediction and utilization of past information are essential requirements for intelligent
and efficient management of resources, especially in optical data center networks (ODCNs) …
and efficient management of resources, especially in optical data center networks (ODCNs) …
Online routing and spectrum allocation in elastic optical networks based on dueling Deep Q-network
J Zhang, F Qian, J Yang - Computers & Industrial Engineering, 2022 - Elsevier
The study of online routing and spectrum allocation (RSA) problem has assumed increasing
importance due to the exponential growth of dynamic traffic with uncertainty in elastic optical …
importance due to the exponential growth of dynamic traffic with uncertainty in elastic optical …
Core and spectrum allocation to achieve graceful degradation of inter-core crosstalk with generalized hierarchical core prioritization on space-division multiplexing …
Y Seki, Y Tanigawa, Y Hirota… - Journal of Optical …, 2022 - ieeexplore.ieee.org
Space-division multiplexing elastic optical networks (SDM-EONs) with multi-core fibers
(MCFs) are expected to meet the exponentially increasing demand for traffic. However, it is …
(MCFs) are expected to meet the exponentially increasing demand for traffic. However, it is …
Invalid-resource-aware spectrum assignment for advanced-reservation traffic in elastic optical network
S He, Y Qiu, J Xu - Sensors, 2020 - mdpi.com
Elastic optical networks (EONs) can make service accommodation more flexible and precise
by employing efficient routing and spectrum allocation (RSA) algorithms. In order to improve …
by employing efficient routing and spectrum allocation (RSA) algorithms. In order to improve …
Deep reinforcement learning-based RMSA policy distillation for elastic optical networks
B Tang, YC Huang, Y Xue, W Zhou - Mathematics, 2022 - mdpi.com
The reinforcement learning-based routing, modulation, and spectrum assignment has been
regarded as an emerging paradigm for resource allocation in the elastic optical networks …
regarded as an emerging paradigm for resource allocation in the elastic optical networks …
Mobile network traffic analysis based on probability-informed machine learning approach
A Gorshenin, A Kozlovskaya, S Gorbunov… - Computer Networks, 2024 - Elsevier
The paper proposes an approach to the joint use of statistical and machine learning (ML)
models to solve the problems of the precise reconstruction of historical events, real-time …
models to solve the problems of the precise reconstruction of historical events, real-time …
A deep neural network with a fuzzy multi-objective optimization model for fault analysis in an elastic optical network
ALF Lourenço, AC César - Optical Switching and Networking, 2022 - Elsevier
The elastic optical network (EON) is the most attractive architecture for the next generation of
optical networks. Dealing with high bit-rate traffic, EON faces the challenge of ensuring …
optical networks. Dealing with high bit-rate traffic, EON faces the challenge of ensuring …
Routing, modulation format, spatial lane, and spectrum block assignment in static spatial channel networks
X Yang, Y Zhou, Q Sun - Applied Sciences, 2023 - mdpi.com
Spatial channel networks (SCNs) and related key technologies have been proposed to
increase the capacity and flexibility of optical networks. We define the network resource …
increase the capacity and flexibility of optical networks. We define the network resource …