Research Article
A Fault Identification Method for Electric Submersible Pumps Based on DAE-SVM
Table 4
.The experiment result of different optimization algorithms.
| | No. | Optimization | Iterations | Accuracy (%) | Training time (s) | Test time (s) |
| | 1 | SGD | 200 | 0.9812 | 83.172 | 1.3689 | | 2 | Adagrad | 200 | 0.9267 | 77.122 | 1.2125 | | 3 | AdaDelta | 200 | 0.9832 | 85.241 | 1.2489 | | 4 | RMSProp | 200 | 0.9745 | 79.356 | 1.3458 | | 5 | Adam | 200 | 0.9889 | 74.876 | 1.1478 |
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