Threat Classification on Deployed Optical Networks Using MIMO Digital Fiber Sensing, Wavelets, and Machine Learning

Khouloud Abdelli, Henrique Pavani, Christian Dorize, Sterenn Guerrier, Haik Mardoyan +2 more
9/5/2024
cs.LGeess.SP

No confident code implementation found for this paper.

Abstract

We demonstrate mechanical threats classification including jackhammers and excavators, leveraging wavelet transform of MIMO-DFS output data across a 57-km operational network link. Our machine learning framework incorporates transfer learning and shows 93% classification accuracy from field data, with benefits for optical network supervision.

View on arXivView PDF

Code Implementations

No confident code match yet

We couldn't find an author-owned or strongly-evidenced community implementation for this paper. Any repos shown below are weak matches — verify before relying on them.

No code implementations found yet.

Know of an implementation? Let us know in the comments below!

Similar Papers

AI-Based Energy Transportation Safety: Pipeline Radial Threat Estimation Using Intelligent Sensing System

82% match2023

Phase-OTDR Event Detection Using Image-Based Data Transformation and Deep Learning

79% match1 repo42025

Benchmarking Machine Learning Methods for Distributed Acoustic Sensing

79% match2025

Branch Identification in Passive Optical Networks using Machine Learning

78% match2023

Leveraging Machine Learning for Botnet Attack Detection in Edge-Computing Assisted IoT Networks

77% match2025

Machine Learning for Real-Time Anomaly Detection in Optical Networks

77% match2023

Cite this paper

@article{abdelli2024threat,
  title  = {Threat Classification on Deployed Optical Networks Using MIMO Digital Fiber Sensing, Wavelets, and Machine Learning},
  author = {Khouloud Abdelli and Henrique Pavani and Christian Dorize and Sterenn Guerrier and Haik Mardoyan and Patricia Layec and Jeremie Renaudier},
  year   = {2024},
  eprint = {2409.03667},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2409.03667v1}
}

Add a badge to your README

Shows whether official code is linked for this paper.

Code of Paper badge
[![Code of Paper](https://codeofpaper.com/badge/2409.03667.svg)](https://codeofpaper.com/paper/2409.03667)

Discussion