Prediction and Optimization of Heavy Clay Products Quality - Advanced Materials for Agriculture, Food and Environmental Safety - page 104

ANN
performance

SOS
(error)

Activation
function

Network
Name

No.

Train. Test. Valid. Train. Test. Valid. Hidden Output

1 MLP 10-5-10 0.896 0.890 0.892 0.019 0.020 0.020 Tanh Logistic

2 MLP 10-13-10 0.946 0.942 0.944 0.010 0.012 0.012 Tanh Exponential

3 MLP 10-6-10 0.901 0.899 0.902 0.016 0.017 0.017 Exponential Logistic

4 MLP 10-13-10 0.949 0.939 0.943 0.010 0.011 0.011 Tanh Tanh

5 MLP 10-13-10 0.949 0.939 0.944 0.010 0.012 0.011 Logistic Tanh

6 MLP 10-9-10 0.943 0.938 0.938 0.011 0.012 0.013 Exponential Identity

7 MLP 10-10-10 0.942 0.936 0.939 0.011 0.013 0.012 Tanh Identity

8 MLP 10-11-10 0.939 0.936 0.930 0.012 0.013 0.014 Exponential Tanh

9 MLP 10-7-10 0.923 0.912 0.913 0.015 0.017 0.018 Logistic Exponential

10 MLP 10-13-10 0.946 0.941 0.941 0.011 0.012 0.012 Tanh Exponential