Simulate the rainfall–runoff model in Problem 5 with IHACRES and then compare the difference between the next 2 months’ predictions with these two models.

Data from problem 5 Develop an MLP model with two hidden layers and three perceptrons with logsig and linear function in each layer, respectively. The input of the MLP model is rainfall, evaporation, and temperature, and the inflow must be simulated. Use the given data in Table 12. 9 for model development.

TABLE 12.9 Observed Rainfall, Evaporation, and Temperature, and Inflow Data for Problem 5 Inflow (m/s) Temperature (C) Rainfall (mm) Evaporation (mm) Day Inflow (m/s) Temperature (C) Rainfall (mm) Evaporation (mm) Day 3.32 14.7 4.5 2.4 1 5.93 6.9 0 0 31 4.31 15.1 0 3.5 2 6.57 4.7 6 0 32 4.33 14.2 0 3.5 3 6.02 5 0 0 33 4.29 14.9 10 2.3 4 6.68 5.6 0 0 4.51 8.7 2.5 1.6 5 6.81 8.6 0 0 35 4.53 12.1 3.5 1.7 6 6.55 6.3 0 0 36 5.54 13.3 2.5 2.5 7 6.67 9.4 0 0 5.41 13.5 3.23 10.3 3.21 9.1 3.29 11.2 3.28 11.6 3.34 13.7 3.03 15.7 3.01 15.7 oooooooo 0 3.9 8 7.31 9.3 1.5 0 0 2.2 9 7.3 6.2 0 0 0 2.2 10 8.07 3.9 9.5 0 0 1.7 11 7.49 5 4.3 0 41 0 3.1 12 6.83 6.1 0 0 0 1.3 13 7.5 3.6 5 0 0 3.1. 14 6.82 4.6 11 0 0 3.5 15 6.45 6.5 0 0 3.06 13.2 1.7 2.2 16 6.68 6.6 0 0 3.23 11 2.2 2.2 17 6.66 5.8 0.5 0 3.25 13.2 0 2.6 18 6.04 7.7 0 0 3.19 13.8 0 3.1 19 3.45 11.8 0 2.6 20 7 69 6.13 8.6 0 0 5.3 1 0 4.34 9.3 8 2.3 21 6.99 6 2.5 0 * * * * * 9 * * * * * * * * * 34 37 38 39 40 42 43 44 45 46 47 48 49 50 51 4.36 8.6 4.51 10.2 4.59 12.2 4.4 12.4 7. 4.3 1.9 22 8.86 5.6 0 0 52 0 2.2 23 8.86 6.7 0 0 53 0 2.6 24 7.06 7.1 6.5 0 54 0 2.2 25 7.07 7.4 1 0 55 4.01 8.6 0 1.3 26 6.02 4.6 0 0 56 11.31 6.8 26 0.2 27 4.86 5.7 0 0 57 9.38 1 23 0 28 8.08 5.8 3 0 58 8.33 0.3 0 0 29 8.12 7.3 0.8 0 59. 6.5 4 0 0 30 8.06 5.9 0 0 60