Research Article
Development of Deep Convolutional Neural Network with Adaptive Batch Normalization Algorithm for Bearing Fault Diagnosis
Table 4
Recognition rate of the ABN-CNN model under noise environment.
| Convolution kernel size | SNR (dB) | ā4 (%) | ā2 (%) | 0 (%) | 2 (%) | 4 (%) | 6 (%) | 8 (%) | 10 (%) |
| 16 | 81.87 | 90.34 | 95.57 | 98.45 | 99.04 | 99.45 | 99.77 | 99.74 | 24 | 87.21 | 93.96 | 97.28 | 99.08 | 99.66 | 99.82 | 99.85 | 99.90 | 32 | 89.83 | 95.16 | 97.96 | 99.23 | 99.52 | 99.65 | 99.73 | 99.88 | 40 | 90.92 | 95.97 | 98.25 | 99.33 | 99.54 | 99.77 | 99.80 | 99.90 | 48 | 91.69 | 96.39 | 98.43 | 99.47 | 99.70 | 99.81 | 99.83 | 99.85 | 56 | 92.68 | 96.52 | 98.65 | 99.37 | 99.76 | 99.73 | 99.85 | 99.88 | 64 | 92.56 | 96.83 | 98.81 | 99.56 | 99.65 | 99.87 | 99.88 | 99.95 | 72 | 92.36 | 96.33 | 98.55 | 99.23 | 99.60 | 99.79 | 99.80 | 99.87 | 80 | 92.35 | 96.80 | 98.63 | 99.44 | 99.61 | 99.76 | 99.89 | 99.83 | 88 | 92.63 | 97.06 | 98.79 | 99.52 | 99.63 | 99.73 | 99.87 | 99.80 | 96 | 92.65 | 97.10 | 98.79 | 99.61 | 99.62 | 99.82 | 99.84 | 99.81 | 104 | 92.45 | 96.59 | 98.59 | 99.53 | 99.62 | 99.75 | 99.80 | 99.90 | 112 | 91.84 | 96.21 | 98.64 | 99.42 | 99.69 | 99.75 | 99.90 | 99.90 | 120 | 92.13 | 96.38 | 98.73 | 99.45 | 99.63 | 99.72 | 99.85 | 99.86 | 128 | 91.90 | 96.62 | 98.60 | 99.44 | 99.55 | 99.71 | 99.84 | 99.84 | The average | 92.68 | 97.10 | 98.79 | 99.61 | 99.76 | 99.87 | 99.90 | 99.95 |
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