Table 4 The fault prediction results with batch size = 64.

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

Compression ratio

Accuracy (%) (mean ± std)

Time/m (mean)

0.1

81.34 ± 1.41

488

0.2

85.72 ± 0.87

377

0.3

78.50 ± 1.22

155

0.4

73.59 ± 1.45

185

0.5

60.31 ± 2.13

137