Table 5 The fault prediction results with batch size = 128.

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

Compression ratio

Accuracy (%) (mean ± std)

Time/m (mean)

0.1

81.16 ± 1.18

307

0.2

77.88 ± 1.67

193

0.3

76.87 ± 1.35

125

0.4

66.95 ± 1.89

136

0.5

62.44 ± 2.24

138