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Table 3 The accuracy for the three methods added individually

From: Current trajectory image-based protection algorithm for transmission lines connected to MMC-HVDC stations using CA-CNN

Accuracy (%)

CNN

CNN + attention mechanism

CNN + decay learning rate

CNN + data augmentation

Training accuracy

98.97

99.96

99.89

99.66

Testing accuracy

99.07

100

100

100