Table 3 Estimation performance of different methods.

From: Learning-based cable coupling effect modeling for robotic manipulation of heavy industrial cables

Modeling method

Model performance

Train

Test

PLSR

35.1249

46.6628

MLP

14.6217

20.9916

CNN

14.1071

19.0665

bi-LSTM

15.0160

18.5227

RCEN

13.3758

16.4741