Table 1.
Optimization algorithm | Function | Epoch | Architecture | RMSE | R2 | MAPE (%) | Computing time (s) |
---|---|---|---|---|---|---|---|
Levenberg–Marquardt | trainlm | 1000 | 1-3-1 | 0.2290 | 0.9999 | 0.39 | 46.23 |
BFGS quasi-Newton | trainbfg | 1000 | 1-3-1 | 0.2165 | 0.9999 | 0.33 | 118.72 |
Batch gradient descent | traingd | 1000 | 1-6-1 | 0.7722 | 0.9992 | 1.38 | 268.75 |