Protection and Control of Modern Power Systems

Table 3 TSA performance on the IEEE 145-bus system

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

Method	A_cc (%)	P_re (%)	R_ec (%)	F₁
ANN	96.83	91.32	93.11	0.9220
SVM	96.81	95.62	85.94	0.9052
DT	92.97	93.61	87.11	0.9024
RF	95.57	93.82	88.55	0.9110
GRU [11]	96.72	93.66	93.20	0.9343
1D-CNN [19]	98.66	95.85	95.97	0.9591
CNN + GRU	98.83	97.32	96.91	0.9711
MP CNN + GRU	99.32	98.11	97.88	0.9799

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