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Table 4 d12 and a1 of voltage signal statistics during the unstable, stable, and faulty conditions

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

Voltage signal during

Co-efficient

Mean value

Median

Max value

Min value

Unstable swing

d12

1.12e4

1.3 × 104

1.9 × 104

− 3108

Stable swing

d12

− 1594

− 773.8

629.9

− 5065

3-Phase fault

d12

− 7577

− 8803

− 2061

− 1.3 × 104

Unstable swing

a1

2632

5201

2.2 × 105

− 2.3 × 105

Stable swing

a1

− 25.4

68.84

1.8 × 105

− 1.9 × 105

3-Phase fault

a1

− 336.1

− 452.2

1.5 × 105

− 8.8 × 104