Research Article
A Novel Method for Intelligent Fault Diagnosis of Bearing Based on Capsule Neural Network
Table 2
Average classification accuracy of different algorithms.
| Average accuracy of test sample set (%) | XCN | DWAE+ELM | CapsNet | MPE+ISVM+BT | AE+ES+CNN | DBN |
| Inner ring fault | 99.2 | 95.2 | 95.6 | 96.4 | 95.4 | 93.1 |
| Outer ring fault | 99.7 | 95.2 | 95.3 | 100 | 92.6 | 94.3 |
| Ball fault | 96.3 | 95.2 | 91.9 | 96.4 | 92.2 | 89.3 |
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