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. 2021 Apr 30;104(4):4655–4669. doi: 10.1007/s11071-021-06471-7

Table 1.

Application of three optimization algorithms to fit the coefficients for the ANN model

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