A Stacking Ensemble ML-Based Failure Prediction Model for Optical Networks with Imbalanced Data

Zhiming Sun,Chunyu Zhang,Min Zhang, Futao Yang,Danshi Wang

2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)（2023）

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摘要

A stacking ensemble ML-based failure prediction model for optical networks with imbalanced data is proposed. Under the condition that the failure sample ratio is 5.3%, our model obtains 98.97% F1 score.

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关键词

Failure Prediction,Optical Networks,Imbalanced Data,Stacking Ensemble

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