Joint QoT Estimation and Soft-Failure Localization using Variational Autoencoder

被引：0
|
作者：
Kruse, Lars Eike [1 ]
Pachnicke, Stephan [1 ]
机构：
[1] Christian Albrechts Univ Kiel, Chair Commun, Kiel, Germany
来源：
2023 INTERNATIONAL CONFERENCE ON OPTICAL NETWORK DESIGN AND MODELING, ONDM | 2023年
关键词：
Quality of transmission estimation; failure localization; variational autoencoder;
D O I：
暂无
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
We propose joint QoT estimation and soft-failure localization leveraging the latent space of a variational autoencoder trained on optical spectra. The framework shows F1-scores of 0.989 for soft-failure detection, 0.996 for identification and 0.908 for localization. The QoT estimator reaches an R2-score of 0.998 and a MAE of 0.17 dB.
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页数：3
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