Table 6 Performance analysis with different hyperparameter settings.

From: Comparison of deep learning models for predictive maintenance in industrial manufacturing systems using sensor data

Hyperparameter

Value

Accuracy (%)

F1-score (%)

Conv filters

32

95.3 ± 0.3

94.2 ± 0.4

64

95.8 ± 0.2

94.9 ± 0.3

128

96.1 ± 0.2

95.2 ± 0.2

LSTM units

64

95.1 ± 0.3

93.9 ± 0.4

128

96.1 ± 0.2

95.2 ± 0.2

256

96.2 ± 0.2

95.3 ± 0.2

  1. Note: Conv convolutional; results are averaged over five independent runs.
Back to article page