Article

A Comparative Data Augmentation-Assisted Diagnostic Framework for Industrial Centrifugal Pumps

2024-09-10

Abstract excerpt

This study presents an advanced data augmentation framework to enhance diagnostics in centrifugal pumps using vibration data, with a focus on practical industrial applications. Initially, Gaussian noise and signal stretching were employed to generate synthetic data, addressing the common issue of insufficient defect data in industrial settings. These methods simulate varied operating conditions and different rotat...

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Literature Corpus work: ac3977a0-5ad2-50f2-8f6e-405a2a82ec58
DOI: 10.20944/preprints202409.0789.v1

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