Data Analytics and AI Practices for Optical Communication

The convergence of data analytics and artificial intelligence (AI) with optical communication systems has opened new avenues for enhancing network performance, reliability, and scalability. This paper explores the role of data-driven methodologies and AI practices in optimizing optical communication networks. We provide insights into key applications such as fault detection, traffic management, and adaptive modulation, while addressing challenges like data quality, computational complexity, and integration with legacy systems. By highlighting recent advancements and potential use cases, this study aims to serve as a foundation for researchers and practitioners working at the intersection of AI and optical communication.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-02-03
DOI
https://doi.org/10.5281/zenodo.14792781
Primary Topic
Optical Network Technologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Data Analytics and AI Practices for Optical Communication

Zenodo (CERN European Organization for Nuclear Research)
Optical Network Technologies
article

Data Analytics and AI Practices for Optical Communication

article en

Abstract

The convergence of data analytics and artificial intelligence (AI) with optical communication systems has opened new avenues for enhancing network performance, reliability, and scalability. This paper explores the role of data-driven methodologies and AI practices in optimizing optical communication networks. We provide insights into key applications such as fault detection, traffic management, and adaptive modulation, while addressing challenges like data quality, computational complexity, and integration with legacy systems. By highlighting recent advancements and potential use cases, this study aims to serve as a foundation for researchers and practitioners working at the intersection of AI and optical communication.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 55%
Optical Network Technologies
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Data Analytics and AI Practices for Optical Communication · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS