Table 5 Comparison of tensile force prediction accuracy among different models.
Models | Tensile force | |||
|---|---|---|---|---|
Maximum error /N | Mean error /N | Standard error /% | Mean relative error /% | |
PCA | 14.15 | 2.51 | 4.07 | 5.35 |
BP | 12.08 | 2.23 | 3.86 | 4.02 |
SVM | 11.74 | 1.76 | 3.56 | 3.80 |
PLRS | 8.32 | 1.51 | 3.15 | 3.47 |
PLRS-SVM | 5.61 | 1.60 | 2.13 | 3.21 |