Research Article
Internal Combustion Engine Fault Identification Based on FBG Vibration Sensor and Support Vector Machines Algorithm
| Method | Identification accuracy | Fault Type | Number of samples | Correct identification number | Accuracy (%) | Average accuracy (%) |
| υ-SVC | I | 18 | 18 | 100.0 | 96.3 | II | 18 | 18 | 100.0 | III | 18 | 17 | 94.4 | IV | 18 | 18 | 100.0 | V | 18 | 17 | 94.4 | VI | 18 | 18 | 100.0 | VII | 18 | 17 | 94.4 | VIII | 18 | 17 | 94.4 | IX | 18 | 16 | 88.9 |
| SOM neural network | I | 18 | 17 | 94.4 | 88.9 | II | 18 | 17 | 94.4 | III | 18 | 16 | 88.9 | IV | 18 | 17 | 94.4 | V | 18 | 17 | 94.4 | VI | 18 | 16 | 88.9 | VII | 18 | 16 | 88.9 | VIII | 18 | 16 | 88.9 | IX | 18 | 15 | 83.3 |
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