From: Multi-Scale Convolutional Gated Recurrent Unit Networks for Tool Wear Prediction in Smart Manufacturing
Models
MAE
RMSE
LR
8.28
9.32
SVR
8.27
8.78
MLP
7.76
8.54
CNN
6.53
MCNN
6.42
8.13
RNN
6.41
8.01
Deep RNN
6.37
7.93
LSTM
6.26
7.84
Deep LSTM
5.75
7.61
GRU
5.87
7.42
Deep GRU
5.02
CBLSTM[18]
5.17
7.02
CGRU
4.79
6.10
MCGRU
3.71
4.96