Track Circuits Fault Diagnosis Method Based on the UNet-LSTM Network (ULN)

Table 6

Comparison of the diagnostic accuracy of different methods.

Method	Accuracy (%)
CNN [1]	71.42
LSTM [10]	85.71
CNN-LSTM [5]	86.23
UNet-LSTM (ours)	99.85