Protection and Control of Modern Power Systems

Table 5 Model performance on the IEEE 300-bus system

From: Static information, K-neighbor, and self-attention aggregated scheme: a transient stability prediction model with enhanced interpretability

Model	ACC	PRE	REC	KAP
SKETCH	98.48	98.73	99.43	94.65
DNN 1	92.18	92.29	71.69	75.37
ResGAT	95.94	97.40	97.81	86.66
PE-MAGCN	98.88	99.14	99.53	96.32
RGCN	96.63	97.81	98.20	88.89

¹To match the input and output dimensions, the scale of the DNN is modified to {4200-2100-900-300-69-1}

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