Soft Computing based Machine Learning Techniques for Optical Communication Networks

P Malini, A Vasantharaj, S Preethi… - 2022 International …, 2022 - ieeexplore.ieee.org
Massive amounts of extremely far-off data are now being sourced from the
telecommunications networks. Additionally, this information may be acquired via network …

Impact of machine learning algorithms on WDM high-speed optical networks

S Rai, AK Garg - Proceedings of Second Doctoral Symposium on …, 2022 - Springer
This paper focuses on comparing the various machine learning (ML) algorithms that can be
applicable in wavelength division multiplexing (WDM) optical networks to provide better …

Dynamic abstraction of optical networks with machine learning technologies

S Yan, Z Gao, R Wang, A Mavromatis… - … IFIP Conference on …, 2019 - Springer
The emerging 5G network will bring a huge amount of network traffic with big variations to
optical transport networks. Software-defined optical networks and network function …

Free-Space Optical and Optical Networks

YC Manie, CK Yao, PC Peng - Handbook of Radio and Optical Networks …, 2024 - Springer
This chapter explores the innovative developments in free-space optical (FSO)
communication and its integration within optical networks. The chapter begins with an …

Application of machine learning in elastic optical networks

Q Zhuge, W Hu - 2018 European Conference on Optical …, 2018 - ieeexplore.ieee.org
Machine learning (ML) techniques have been adopted in elastic optical networks to enable
automated operations and extract more capacity from the physical layer. We review and …

Optimization of IoT circuit for flexible optical network system with high speed utilization

S Pandiaraj, R Krishnamoorthy… - Optical and Quantum …, 2023 - Springer
The term flexible optical network (FON) for high-speed utility with Internet of Things (IoT)
assistance refers to a kind of network infrastructure that combines the advantages of FON …

Study of Optical Networks, 5G, Artificial Intelligence and Their Applications

Q Zhang, Q Zhang - arXiv preprint arXiv:2301.13396, 2023 - arxiv.org
This paper discusses the application of artificial intelligence (AI) technology in optical
communication networks and 5G. It primarily introduces representative applications of AI …

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 …

Machine-learning-as-a-service for optical network automation

C Natalino, N Mohammadiha… - Optical Fiber …, 2023 - opg.optica.org
Machine-Learning-as-a-Service for Optical Network Automation Page 1 Machine-Learning-as-a-Service
for Optical Network Automation Carlos Natalino,1,* Nasser Mohammadiha,2,3 Ashkan Panahi3 1 …