Table 4 Comparative experiments with other models.

From: Elevator fault diagnosis based on digital twin and PINNs-e-RGCN

Model

Maximum accuracy (%)

Minimum accuracy (%)

Average accuracy (%)

e-RGCN

96.88

96.31

96.61± 0.17

Graph SAGE

94.66

93.74

94.18± 0.32

SGCN

93.51

92.72

93.37± 0.48

GAT

93.30

92.19

92.70± 0.42

DGCN

91.89

90.68

91.44± 0.46

LeNet-5

89.67

88.33

88.93± 0.43

Res Net

87.23

86.38

86.75±0.30