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

Chinese Journal of Mechanical Engineering

Table 5 Classification accuracy of the CNN based experiment (%)

Additional noise level	Original	10 dB
CNN	92.38	89.47
CNN with the Denoising Layer	94.74	92.88