A Stacking Ensemble ML-Based Failure Prediction Model for Optical Networks with Imbalanced Data-Reference-Cited by-同舟云学术

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

Published:2023-11-04 Issue: Volume:37.16 Page:1-5
ISSN:
Container-title:2023 Asia Communications and Photonics Conference/2023 International Photonics and Optoelectronics Meetings (ACP/POEM)
language:
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Author:

Sun Zhiming¹,Zhang Chunyu¹,Zhang Min¹,Yang Futao²,Wang Danshi¹

Affiliation:

1. Beijing University of Posts and Telecommunications,State Key Laboratory of Information Photonics and Optical Communications,Beijing,China

2. School of Public Security Information Technology and Intelligence, Criminal Investigation Police, University of China,Shenyang,China

Funder

National Natural Science Foundation of China

Publisher

IEEE

Link

http://xplorestaging.ieee.org/ielx7/10368381/10368607/10369189.pdf?arnumber=10369189

Reference11 articles.

1. A review of machine learning-based failure management in optical networks

2. A tutorial on machine learning for failure management in optical networks;Francesco;Journal of Lightwave Technology,2019

3. Machine Learning for Optical Layer Failure Management

4. Temporal data-driven failure prognostics using BiGRU for optical networks

5. Failure prediction using machine learning and time series in optical network

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