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Table 1 Energy distributions in the current waveform

From: A novel out of step relaying algorithm based on wavelet transform and a deep learning machine model

Levels

Frequency

Range

3-Phase fault

Energy in %

Stable swing

Energy in %

Unstable swing

Energy in %

Level 1

5 kHz–10 kHz

0.00

0.00

0.00

Level 2

2.41 kHz–5.19 kHz

0.00

0.00

0.00

Level 3

1.21 kHz–2.58 kHz

0.00

0.00

0.00

Level 4

603 Hz–1.29 kHz

0.01

0.00

0.00

Level 5

302 Hz–646 Hz

0.02

0.00

0.00

Level 6

151 Hz–323 Hz

0.26

0.17

0.23

Level 7

75.4 Hz–162 Hz

14.95

15.57

19.05

Level 8

37.9 Hz–80.7 Hz

67.80

83.69

80.45

Level 9

19.2 Hz–40.3 Hz

3.15

0.21

0.09

Level 10

9.98 Hz–19.8 Hz

2.80

0.35

0.17

Level 11

4.44 Hz–10 Hz

3.75

0.00

0.00

Level 12

4.4 Hz–4.61 Hz

4.14

0.00

0.00

Approx.12

0 Hz–0.244 Hz

3.11

0.00

0.00

  1. Bold shows the significant difference in % energy among three phase fault, stable swing and unstable swing