Table 3 The fault prediction results with batch size = 32.

From: Fault prediction of aircraft engine based on adaptive hybrid sampling and BiLSTM

Compression ratio

Accuracy (%) (mean ± std)

Time/m (mean)

0.1

82.78 ± 1.25

550

0.2

83.23 ± 0.98

339

0.3

80.85 ± 1.32

159

0.4

76.09 ± 1.56

174

0.5

63.23 ± 2.01

150