Table 4 Epoch-wise MSE values for the test and validation datasets of each model.

From: Machine learning-based prediction of well performance parameters for wellhead choke flow optimization

Model

Epoch

Training (MSE)

Validation (MSE)

CNN

100

0.0046

0.0298

MLP

100

0.0012

0.0309

RBFN

36

0.0026

0.0061