Table 6.
Diagnosis accuracy of AICNN-1D with different denoising processes.
Method Combination | SNR (dB) | |||||||
---|---|---|---|---|---|---|---|---|
−2 | 0 | 2 | 4 | 6 | 8 | 10 | 12 | |
DCAE-1D + AICNN-1D | 96.65 | 99.23 | 99.42 | 99.58 | 99.63 | 99.72 | 99.75 | 99.78 |
DAE + AICNN-1D | 94.23 | 97.48 | 98.25 | 98.54 | 98.7 | 98.79 | 98.92 | 99.05 |
AICNN-1D without denoising | 91.64 | 95.95 | 98.28 | 99.04 | 99.03 | 99.15 | 99.23 | 99.5 |