Research Article
Intelligent Diagnosis Method for Centrifugal Pump System Using Vibration Signal and Support Vector Machine
Table 1
DI values and standard deviation of DI values of 3 NSPs between two states from the signals estimated by statistic filter.
| Two states | In mild step | In medium step | In severe step | DI’s standard deviation | | | | | | | | | | | | |
| Normal state and abnormal state | 0.54 | 0.61 | 0.73 | 0.83 | 0.79 | 0.92 | 1.29 | 1.16 | 1.31 | 0.38 | 0.28 | 0.30 | Cavitation and impeller unbalance | 0.61 | 0.55 | 0.80 | 0.82 | 0.65 | 0.88 | 1.27 | 1.04 | 0.94 | 0.34 | 0.26 | 0.07 | Cavitation and shaft misalignment | 0.58 | 0.64 | 0.72 | 0.76 | 0.90 | 0.87 | 1.03 | 0.98 | 1.26 | 0.23 | 0.18 | 0.28 | Impeller unbalance and shaft misalignment | 0.68 | 0.77 | 0.79 | 0.93 | 0.84 | 1.03 | 1.11 | 1.09 | 1.17 | 0.22 | 0.17 | 0.19 |
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