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Table 3 Prediction performances of POD-RBF and POD-ERBF for all validation cases

From: A hybrid RNN-GPOD surrogate model for real-time settlement predictions in mechanised tunnelling

Error (%)

POD-RBF

POD-ERBF

Validation case 1

1.50

0.87

Validation case 2

2.51

2.46

Validation case 3

1.80

1.38

Validation case 4

2.04

1.52

Validation case 5

2.06

1.57

Validation case 6

1.57

0.97

Average

1.91

1.46