Intent-based AI system in packet-optical networks towards 6G

P Iovanna, M Puleri, G Bottari… - Journal of Optical …, 2024 - opg.optica.org
This paper presents an intelligent dynamic network optimization system for packet-optical
transport networks as the industry moves towards 6G. Such a system leverages specific …

Two use cases of machine learning for SDN-enabled IP/optical networks: Traffic matrix prediction and optical path performance prediction

G Choudhury, D Lynch, G Thakur… - Journal of Optical …, 2018 - opg.optica.org
We describe two applications of machine learning in the context of internet protocol
(IP)/Optical networks. The first one allows agile management of resources in a core …

Survey on machine learning for traffic-driven service provisioning in optical networks

T Panayiotou, M Michalopoulou… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The unprecedented growth of the global Internet traffic, coupled with the large spatio-
temporal fluctuations that create, to some extent, predictable tidal traffic conditions, are …

[HTML][HTML] Artificial intelligence (AI) methods in optical networks: A comprehensive survey

J Mata, I De Miguel, RJ Durán, N Merayo… - Optical switching and …, 2018 - Elsevier
Artificial intelligence (AI) is an extensive scientific discipline which enables computer
systems to solve problems by emulating complex biological processes such as learning …

Towards 6G: machine learning driven resource allocation in next generation optical access networks

E Wong, L Ruan - European Conference and Exhibition on Optical …, 2022 - opg.optica.org
Abstract 6G networks will deliver immersive applications that bridge real and digital worlds.
The next-generation optical access network is a potential optical transport solution. In view …

Intelligent Optical Networks: Challenges, Opportunities, and Applications

RK Jeyachitra, S Manochandar, MP Doss - Intelligent Communication … - taylorfrancis.com
The rapid development of communication technologies and emerging network services
provokes data traffic in communication networks, where optical networks act as the …

Artificial intelligence for optical transport networks: architecture, application and challenges

L Yajie, Z Jie - 中国邮电高校学报(英文), 2022 - jcupt.bupt.edu.cn
Optical network plays an important role in telecommunication networks, which supports high-
capacity and long-distance transmission of Internet traffic. However, as the scaling and …

Exploiting IP‐layer traffic prediction analytics to allocate spectrum resources using swarm intelligence

C Kyriakopoulos, P Nicopolitidis… - International Journal …, 2020 - Wiley Online Library
Elastic optical networks emerge as a reliable backbone platform covering the next‐
generation connectivity requirements. It consists of advanced enabling components that …

Cross-layer optimization in optical networks

M Angelou - 2012 - upcommons.upc.edu
Network planning and operation in core optical networks require processes that lead to a
cost-effective network able to effectively accommodate the given traffic demands. Crosslayer …

IntelliFiber: Optical Network Optimization through Machine Learning Algorithms

AK Nayak, D Tiwari… - 2023 14th International …, 2023 - ieeexplore.ieee.org
The rapid evolution of the Internet and other communication systems has led to an explosion
of available services and technology, making communication networks increasingly …