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Table 3 Classification accuracy of the CNN based experiment (%)

From: An Interpretable Denoising Layer for Neural Networks Based on Reproducing Kernel Hilbert Space and its Application in Machine Fault Diagnosis

Additional noise level Original 10 dB 5 dB 0 dB −5 dB
CNN 96.60 93.56 90.20 80.68 63.92
CNN with the denoising layer 97.04 95.24 92.32 83.64 67.88