Research Article
Induction Motor Stator Interturn Short Circuit Fault Detection in Accordance with Line Current Sequence Components Using Artificial Neural Network
Table 5
Input and target values for ANN.
| X = (Ipositive − Inegative)/Ipositive | ANN classifier target value | % shorting/severity level |
| 1 | 10000 | 0 | 0.99958121 | 10023 | 0.233 | 0.999152787 | 10046 | 0.467 | 0.998734682 | 10070 | 0.7 | 0.998316917 | 10093 | 0.933 | 0.997889539 | 10116 | 1.167 | 0.997472461 | 10140 | 1.4 | 0.997055722 | 10163 | 1.633 | 0.99663929 | 10186 | 1.867 | 0.996213288 | 10210 | 2.1 | 0.995797568 | 10233 | 2.333 | 0.991471595 | 10350 | 3.5 | 0.987103194 | 10466 | 4.667 | 0.982501398 | 10583 | 5.833 | 0.977979806 | 10700 | 7 | 0.973390758 | 10816 | 8.167 | 0.968665628 | 10933 | 9.333 | 0.963833373 | 11050 | 10.5 | 0.959022445 | 11166 | 11.667 | 0.95449383 | 11333 | 13.333 | 0.954113909 | 11500 | 15 | 0.954000839 | 11667 | 16.667 | 0.948959154 | 11800 | 18 | 0.943823196 | 11916 | 19.167 | 0.938604651 | 12033 | 20.334 |
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