[ThG1] AI-Based Optical Network Management

10:00 AM - 10:15 AM JST(1:00 AM - 1:15 AM UTC)

[ThG1-3] Multi-modal Data Fusion with Knowledge Graph for Alarm Root Cause Analysis in Optical Networks

○Mofan Wang¹, Chunyu Zhang¹, Min Zhang², Danshi Wang¹ (1. State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications (China), 2. Shenzhen Research Institute of Beijing University of Posts and Telecommunications (China))

Keywords:

Artificial intelligence and machine learning for optical network design,control,and management

We propose a multi-modal data method for alarm root cause analysis in optical networks, achieving accuracy of 0.926 and F1-score of 0.916 in eight concurrent root alarms identification, along with precise analysis of root causes.