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Digital Twin-Integrated Binary Classifier ML Model for EDFA Failure Prediction

Published • Sep 18, 2025
Authors:
Mashboob Cheruvakkadu Mohamed
,
Renato Ambrosone
,
Muhammad Umar Masood

Abstract

This study presents a digital twin-enabled framework integrated with a binary classification Machine Learning (ML) model for forecasting failures in Erbium-Doped Fiber Amplifiers (EDFAs). The framework utilizes GNPy, an opensource optical network planning tool, to construct a digital twin that serve...

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