AI-Driven Fault Prediction and Restoration Leveraging Real-Time SOP Monitoring

Malik, Gulmina; Chowdhury Dipto, Imran; Umar Masood, Muhammad; Ali, Ahtisham; Cheruvakkadu Mohamed, Mashboob; Straullu, Stefano; Kishore Bhyri, Sai; Galimberti, Gabriele; Pedro, João; Napoli, Antonio; Wakim, Walid; Curri, Vittorio

doi:10.23919/softcom66362.2025.11197358

Public

AI-Driven Fault Prediction and Restoration Leveraging Real-Time SOP Monitoring

Shared by NobleBlocks on Sep 18, 2025 • 12:00 AM UTC

Authors:

Gulmina Malik

Imran Chowdhury Dipto

Muhammad Umar Masood

Abstract

This paper presents a real-time, artificial intelligence (AI)-powered framework for proactive fault detection and dynamic restoration in optical transport networks, leveraging continuous state-of-polarization (SOP) monitoring. By correlating live SOP telemetry from dense wavelength division multiple...

Subject

Computer science

Real-time computing

Software

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