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Table 2 TSA performance on the IEEE 39-bus system

From: Power system transient stability assessment based on the multiple paralleled convolutional neural network and gated recurrent unit

Method

Acc (%)

Pre (%)

Rec (%)

F1

ANN

96.95

90.28

92.29

0.9127

SVM

96.32

96.72

81.94

0.8872

DT

95.97

90.61

86.11

0.8830

RF

96.57

92.12

88.10

0.9006

GRU [11]

97.72

94.01

93.08

0.9354

1D-CNN [19]

98.74

96.25

96.63

0.9644

CNN + GRU

98.91

97.02

96.83

0.9692

MP CNN + GRU

99.40

98.40

98.21

0.9831