Research Article
Bearing Degradation Process Prediction Based on the Support Vector Machine and Markov Model
Table 7
The corrected results of the points 1−20 based on Markov model.
| Point | SVM model prediction error | Relative error (%) | SVM-Markov model prediction error | Relative error (%) |
| 1 | 0 | 0 | 0 | 0 | 2 | −0.0103821 | 579.21% | −0.006361 | 178.31% | 3 | 0.002906 | 8.5739% | 0.000603 | 1.7791% | 4 | 0.0074271 | 20.311% | −0.001021 | 2.7922% | 5 | −0.021835 | 274.63% | −0.009362 | 117.75% | 6 | 0.024138 | 30.429% | 0.013254 | 16.708% | 7 | 0.0059543 | 12.666% | 0.002615 | 5.5628% | 8 | 0.016244 | 22.459% | 0.010027 | 13.863% | 9 | 0.022316 | 33.565% | 0.009565 | 14.386% | 10 | 0.016692 | 32.417% | 0.009473 | 18.397% | 11 | 0.053935 | 73.825% | 0.021563 | 29.515% | 12 | −0.0052358 | 34.947% | −0.002355 | 15.719% | 13 | −0.058422 | 107.06% | −0.019347 | 35.455% | 14 | −0.094039 | 122.79% | −0.014236 | 18.589% | 15 | −0.032173 | 263.1% | −0.009878 | 80.779% | 16 | −0.034682 | 159.3% | −0.008969 | 41.197% | 17 | −0.004101 | 355.3% | −0.001892 | 199.5% | 18 | −0.13365 | 117.18% | −0.050841 | 44.576% | 19 | −0.06811 | 120.92% | −0.028323 | 50.282% | 20 | −0.070675 | 135.04% | −0.014267 | 27.152% |
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