DeepALM: Holistic Optical Network Monitoring based on Machine Learning

TL;DR

DeepALM presents a comprehensive machine learning-based system for optical network monitoring that integrates fiber health, hardware maintenance, and security management into one unified solution.

Contribution

It introduces a holistic monitoring system that combines multiple aspects of optical network management using machine learning techniques.

Findings

Successfully integrates fiber monitoring, maintenance, and security.

Demonstrates effectiveness of ML in optical network management.

Provides a unified platform for comprehensive optical network oversight.

Abstract

We demonstrate a machine learning-based optical network monitoring system which can integrate fiber monitoring, predictive maintenance of optical hardware, and security information management in a single solution.