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A. De luca

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Open access Jul 2026

Interpretable physics-guided data augmentation for rotating machinery using empirical wavelet transform and sparse identification of nonlinear dynamics

Data scarcity limits the development of machine-learning-based fault diagnosis systems for rotating machinery, especially under noise and varying operating conditions. This paper presents an interpretable, physics-guided data augmentation framework in which empirical wavelet transform (EWT), time-delay embedding and sp...

N. Rezazadeh, A. De luca, G. Lamanna et al. · 0 citations

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