Table 2 Training data for fault classification [31]
From: Fault classification of three phase induction motors using Bi-LSTM networks
Voltages and currents values (Training data) | Type of classification | |||||
|---|---|---|---|---|---|---|
VRY | VYB | VBR | IR | IB | IY | Â |
402.7 | 402.9 | 403.2 | 7.75 | 7.75 | 7.75 | NO |
403.0 | 410.0 | 407.3 | 7.15 | 7.94 | 8.09 | NO |
410.2 | 410.3 | 410.4 | 7.68 | 7.68 | 7.68 | NO |
413.8 | 414 | 414.1 | 7.65 | 7.65 | 7.65 | NO |
420 | 420.1 | 420.2 | 7.6 | 7.6 | 7.6 | NO |
399.6 | 400 | 400.3 | 9.0 | 9 | 9 | OL |
399.1 | 399.2 | 399.4 | 9.2 | 9.2 | 9.2 | OL |
399.2 | 399.3 | 399.3 | 9.7 | 9.7 | 9.7 | OL |
398.9 | 399.3 | 399.8 | 9.95 | 9.95 | 9.96 | OL |
399.6 | 400.3 | 400 | 10.46 | 10.45 | 10.45 | OL |
441.8 | 442.1 | 442.4 | 8.02 | 8.03 | 8.02 | OV |
443.1 | 443.3 | 443.6 | 8.01 | 8.02 | 8.01 | OV |
444.8 | 445.2 | 445.6 | 8 | 8 | 8 | OV |
446.8 | 447 | 447.2 | 7.98 | 7.99 | 7.98 | OV |
444.2 | 444.6 | 445 | 7.44 | 7.444 | 7.43 | OV |
361.1 | 361.3 | 361.4 | 8.3 | 8.3 | 8.3 | UV |
357.3 | 357.6 | 357.9 | 8.37 | 8.35 | 8.36 | UV |
352.4 | 352.7 | 353 | 8.48 | 8.46 | 8.47 | UV |
342.6 | 343 | 343.2 | 8.67 | 8.66 | 8.67 | UV |
336.7 | 336.8 | 337 | 8.8 | 8.8 | 8.8 | UV |
409.6 | 389.5 | 400 | 9.46 | 7.25 | 6.96 | VUB |
407.5 | 400 | 391.9 | 8.41 | 8.65 | 6.46 | VUB |
409.6 | 400 | 389.5 | 8.54 | 8.9 | 6.14 | VUB |
411.5 | 395.9 | 391.7 | 9.06 | 8.46 | 6.1 | VUB |
411.4 | 391.7 | 396.1 | 9.41 | 7.83 | 6.45 | VUB |
284.4 | 400 | 362.8 | 0 | 16.75 | 16.75 | SP |
286.8 | 402.9 | 365.3 | 0 | 16.65 | 16.65 | SP |
305.4 | 416.4 | 377.8 | 0 | 16.13 | 16.13 | SP |
273 | 391.9 | 355.2 | 0 | 17 | 17 | SP |
256.6 | 379.7 | 343 | 0 | 17.45 | 17.45 | SP |