Table 7 Total ranking of the best-fitted model for the four employed hybrid methods.
used Method | Population size | Network result | Score | Total score | Rank | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Train | Test | Train | Test | ||||||||
RMSE | R2 | RMSE | R2 | RMSE | R2 | RMSE | R2 | ||||
BBO-MLP | 450 | 78.722 | 0.8964 | 90.604 | 0.895 | 3 | 3 | 3 | 3 | 12 | 2 |
MVO-MLP | 350 | 77.601 | 0.8995 | 89.449 | 0.898 | 4 | 4 | 4 | 4 | 16 | 1 |
VS-MLP | 150 | 79.989 | 0.8929 | 93.447 | 0.888 | 2 | 2 | 1 | 1 | 6 | 3 |
BSA-MLP | 500 | 83.687 | 0.882 | 91.12 | 0.894 | 1 | 1 | 2 | 2 | 6 | 3 |