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Monitoring Data Augmentation of Spectral Information using VAE and GAN for Soft-Failure Identification

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Abstract

We propose data augmentation of monitoring information using VAE and GAN to reduce the amount of required soft-failure training data. Results show that only 5 samples per failure type are needed for F1-scores above 0.9.

© 2024 The Author(s)

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