Definition of parameters used in the proposed ANN-GA-SA_MTF model
Parameters . | Definition . | |||
---|---|---|---|---|
Transfer functions used | TF1-TF10 | |||
Input factors | 10-days rainfall | ![]() | ||
10-days water level | ![]() | |||
Output factor | 10-days rainfall | ![]() | ||
10-days water level | ![]() | |||
Number of hidden levels | 2 | |||
Number of hidden neurons | 10-days rainfall | 10 | 1st hidden layer | 5 |
2nd hidden layer | 5 | |||
10-days water level | 6 | 1st hidden layer | 3 | |
2nd hidden layer | 3 | |||
Calibration of parameters of transfer function | Number of optimizations | 1,000 | ||
Weights of neurons ![]() | Mean | 1 | ||
Standard deviation | 5 | |||
Bias of function ![]() | Mean | 0 | ||
Standard deviation | 1 | |||
Adjusting factor ![]() | Mean | 0.5 | ||
Standard deviation | 0.35 |
Parameters . | Definition . | |||
---|---|---|---|---|
Transfer functions used | TF1-TF10 | |||
Input factors | 10-days rainfall | ![]() | ||
10-days water level | ![]() | |||
Output factor | 10-days rainfall | ![]() | ||
10-days water level | ![]() | |||
Number of hidden levels | 2 | |||
Number of hidden neurons | 10-days rainfall | 10 | 1st hidden layer | 5 |
2nd hidden layer | 5 | |||
10-days water level | 6 | 1st hidden layer | 3 | |
2nd hidden layer | 3 | |||
Calibration of parameters of transfer function | Number of optimizations | 1,000 | ||
Weights of neurons ![]() | Mean | 1 | ||
Standard deviation | 5 | |||
Bias of function ![]() | Mean | 0 | ||
Standard deviation | 1 | |||
Adjusting factor ![]() | Mean | 0.5 | ||
Standard deviation | 0.35 |