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When Labels Are Scarce: An Oscillatory State Space Model for Vibration Diagnosis

Mallick, Mainak et al.
arXiv (All) · Papers
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machine-learningsignal-processing
Machine fault diagnosis from vibration requires learning from scarce labelled fault recordings while meeting the computational constraints of edge devices for local inference. We introduce DualRes, a compact oscillatory state-space model that combines two complementary spectral views of vibration, c
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