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Conferences > OFC > 2023 > M3G > M3G.4

Failure Data Augmentation for Optical Network Equipment Using Time-series Generative Adversarial Networks

Cheng Xing, Chunyu Zhang, Bing Ye, Danshi Wang, Yinqiu Jia, Jin Li, and Min Zhang

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Abstract

We propose a failure data augmentation scheme based on time-series generation adversarial networks with real equipment performance data of optical networks and verify that the augmented failure sample data is similar to real failure data.

© 2023 The Author(s)

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