Research Article
A Data-Driven Fault Prediction Method for Nuclear Power Systems Based on End-to-End Deep Learning Framework
Table 5
Time performance of EDN-NPSP and other machine learning methods.
| | Method | Maximum response time (s) | Average response time (s) | Number of ICs that triggered alarm |
| | EDN-NPSP | 18.0 | 4.3 | 2 | | PCA + KNN | 31.0 | 15.1 | 6 | | PCA + SVM | 23.0 | 11.3 | 5 | | CNN10 | 21.0 | 8.1 | 3 | | WaveletCNN | 20.0 | 8.7 | 2 | | Encoder-decoder | 25.0 | 7.6 | 3 |
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