Research Article
Employing Artificial Neural Networks to Predict the Performance of Domestic Sewage Treatment Terminals in the Rural Region
Table 5
Weights and thresholds of ANN, ANN-GA, and ANN-PSO in modelling TN and COD.
| ANN in modelling TN | ANN in modelling COD | Wij | Vj | Pj | Q | Wij | Vj | Pj | Q |
| −1.49 | −0.23 | 1.07 | 0.62 | −1.09 | 1.60 | −1.65 | −2.44 | −0.47 | 4.06 | 0.09 | −1.20 | −1.94 | −0.54 | 2.22 | −0.21 | 1.37 | 0.44 | −1.67 | 0.30 | 4.42 | −0.46 | −0.47 | −0.63 | 0.20 | 0.22 | −1.83 | −1.35 | −2.37 | 1.98 | 0.90 | 3.40 | −0.53 | −2.31 | −0.81 | 0.69 | −1.95 | 1.24 | −1.96 | 0.14 | 0.58 | 3.32 | 0.99 | 1.54 | 3.66 | −1.44 | 2.00 | 1.23 | −1.54 | −1.28 | 2.17 | −3.11 | −0.66 | −1.21 | −0.68 | −0.54 | 0.76 | −3.24 | 0.68 | −2.42 | −1.17 | 2.32 | 1.80 | −0.77 | 0.96 | 0.01 | 2.50 | −0.67 | −1.05 | −2.19 | 0.89 | −2.80 | −0.04 | −1.81 | −2.77 | 1.02 | 1.52 | −0.53 | 0.16 | 0.59 | −0.15 | −2.50 | 1.22 | 2.14 | −2.10 | 0.11 | 0.86 | −0.72 | 1.83 | 0.98 | −0.09 | −1.70 | −0.80 | −2.65 | 1.39 | 1.82 | −0.12 | 1.96 | −0.23 | −0.43 | 0.42 | −0.44 | 2.79 | 3.51 | −3.27 | −0.01 | 0.22 | 0.65 | −0.05 | 0.53 | −0.66 | 2.01 | −0.74 | 0.20 | −2.75 | −0.12 | 1.77 | −0.35 | −2.35 | 1.77 | 0.39 | 1.16 | 0.46 | 1.44 | −1.14 | 0.18 | 1.53 | −0.57 | 2.67 | −1.60 | −0.23 | −1.24 | −0.45 | −1.34 | −0.59 | −2.22 | 0.37 | −1.68 | −1.97 | 1.14 | −0.27 | 1.71 | −1.77 | −1.51 | 1.64 | −0.06 | 1.07 | −2.49 | 2.29 | −0.80 | −0.45 | 0.01 | −0.76 | −3.04 | 1.53 | −0.06 | −0.11 | −0.04 | −1.07 | 1.84 | 0.22 | 0.24 | 1.37 | −1.17 | 0.43 | −3.65 | 0.21 | −0.09 | 0.10 | −3.38 | −0.59 | −0.77 | 0.11 | 0.57 | −0.16 | −0.70 | 0.04 | 2.75 | −0.93 | 2.46 | −0.87 | 0.34 | 0.76 | 1.44 | 2.72 | 1.39 | −1.68 | 1.34 | −1.36 | −1.37 | −0.26 | 1.50 | 2.45 | 1.44 | −0.05 | 1.39 | 0.24 | −2.12 | 1.80 | −0.54 | −0.38 | 0.65 | 0.40 | 1.38 | 2.64 | −0.97 | 1.20 | 3.19 | 2.09 | 0.16 | 0.46 | −0.42 | 1.40 | 2.91 | 1.89 | 1.06 | 1.80 | −0.94 | 1.47 | −1.44 | 0.66 | 1.13 | −0.84 | 0.38 | −1.88 | −0.78 | 3.66 | −0.83 | 0.45 | 1.46 | −1.28 | −2.79 | 0.14 | 1.81 | 2.12 | 0.35 | 0.64 | −3.39 | 0.69 | −2.42 | −0.81 | −2.26 | −0.51 | 1.44 | 1.71 | 0.20 | −2.23 | −1.17 | 2.24 | 0.32 | 0.21 | −2.39 | 0.69 | 2.21 | 1.47 | 0.28 | −0.71 | 0.68 | 2.01 | 0.53 | 0.63 | 3.42 | −0.68 | 1.32 | 2.60 | −0.41 | −0.77 | −1.78 | −1.71 | 0.27 | −1.11 | −5.16 | −2.02 | 0.09 | −1.85 | −0.38 | 1.14 | 0.05 | −2.40 | 1.03 | −0.59 | −3.49 | 1.80 | 1.53 | 2.55 | −0.41 | 2.84 | −1.70 | 1.51 | −0.92 | 0.08 | 2.98 | −2.12 | −0.22 | −0.89 | 0.40 | 2.20 | −0.64 | 2.18 | 1.36 | −0.78 | −3.80 |
| ANN-GA in modelling TN | ANN-GA in modelling COD | Wij | Vj | Pj | Q | Wij | Vj | Pj | Q | −3.60 | 1.62 | 0.98 | −1.10 | −1.75 | 1.78 | 2.33 | 1.26 | −0.23 | 2.56 | 1.31 | 1.59 | 1.46 | −1.22 | −1.86 | 1.78 | 0.26 | 2.05 | 0.63 | 0.18 | 0.07 | 0.72 | 0.57 | −0.13 | −0.93 | −2.53 | −3.16 | −0.34 | −0.19 | 1.87 | −1.03 | 1.11 | 2.07 | −1.35 | 1.43 | 1.09 | 3.27 | 1.88 | 1.26 | −0.31 | 0.79 | −2.75 | −0.89 | 0.20 | 1.35 | −3.21 | 0.63 | −1.97 | −1.72 | 2.21 | −1.26 | 0.82 | 1.72 | −2.45 | −3.49 | −3.35 | −0.75 | −1.86 | 0.12 | 0.76 | 0.15 | 0.97 | −0.16 | 0.41 | 1.00 | 1.23 | 3.26 | −1.15 | −1.95 | 0.99 | −1.40 | −2.54 | 2.14 | 2.28 | −2.46 | −0.11 | 3.13 | −0.03 | 2.57 | 1.19 | 1.20 | −2.37 | −1.38 | −2.33 | −0.15 | −1.83 | −0.67 | 2.24 | 1.96 | 3.06 | −0.75 | −1.69 | −2.59 | −2.06 | 2.62 | −0.20 | −2.37 | 0.96 | −0.07 | −0.25 | 0.06 | 0.98 | 0.94 | −0.04 | 3.55 | 1.30 | 0.72 | 1.40 | −2.60 | −2.51 | 1.00 | −2.58 | −1.03 | 0.50 | 2.57 | 1.78 | −0.03 | −1.23 | 3.10 | −1.41 | 0.09 | 1.81 | 1.28 | 0.02 | 0.82 | 0.97 | 0.90 | −1.64 | 0.26 | −2.58 | −1.26 | 2.46 | −1.52 | −2.76 | 2.57 | −0.27 | 2.31 | 2.60 | 2.86 | 0.37 | −0.11 | −0.17 | 0.01 | −2.37 | −2.19 | −1.18 | −1.47 | −0.95 | −2.45 | 0.47 | −0.21 | 1.16 | 2.20 | 2.49 | −1.95 | −2.66 | 1.13 | −0.19 | 0.03 | −2.43 | 0.00 | 1.39 | −2.62 | 1.99 | 2.79 | −2.27 | 0.36 | 2.96 | −1.62 | −0.98 | −0.69 | 0.10 | 0.26 | 0.10 | −2.60 | −2.35 | −3.06 | −1.70 | −1.56 | 1.37 | −0.10 | −0.56 | −1.55 | 0.60 | 1.45 | −1.35 | −0.44 | 0.65 | −0.52 | 2.22 | 1.98 | −0.40 | −2.15 | 2.88 | 0.48 | −3.24 | −2.39 | −1.43 | 1.67 | −1.90 | −0.06 | −0.39 | 0.08 | −0.83 | −2.87 | −0.65 | −1.44 | 1.67 | 1.56 | 1.64 | −1.05 | 0.13 | 1.80 | 2.33 | −0.26 | −2.18 | −0.26 | −2.65 | −1.50 | −2.28 | −0.28 | −0.91 | 2.38 | −2.28 | 0.06 | 0.08 | −2.66 | −2.67 | 0.57 | −2.40 | 0.88 | 2.17 | 2.93 | −1.94 | −2.73 | 1.13 | 1.03 | −3.28 | 1.03 | −1.35 | −0.32 | 0.69 | −0.70 | −1.00 | −2.90 | −2.30 | 0.28 | −0.93 | 0.95 | 2.86 | 1.40 | 1.32 | −2.88 | −0.83 | 0.39 | 0.30 | −2.63 | −0.88 | −2.41 | −1.40 | 0.67 | 1.16 | 0.62 | −0.41 | −1.33 | −0.02 | 1.61 | 0.02 | 2.64 | −0.74 | 0.36 | −2.86 | −0.22 | −0.99 | 2.24 | −0.13 | −0.10 | 0.39 | −2.19 | −0.26 | 0.40 | 1.54 | −0.58 | −1.75 | 0.82 | 0.36 | −1.44 | 0.45 | 1.08 | −3.23 | −0.22 | 0.26 | −2.33 | −2.18 | −2.88 | 1.53 | −3.61 | 1.57 | 0.15 | −2.42 | 0.01 | 1.01 |
| ANN-PSO in modelling TN | ANN-PSO in modelling COD | Wij | Vj | Pj | Q | Wij | Vj | Pj | Q |
| 1.79 | −0.10 | 0.74 | 1.93 | 0.17 | 0.84 | −4.76 | 2.35 | 0.23 | −3.41 | 1.67 | 0.00 | −0.87 | 2.81 | −0.48 | −0.97 | −1.51 | 1.72 | −1.02 | 0.53 | 0.18 | −0.27 | 1.09 | 1.87 | −0.19 | −0.84 | 0.52 | −1.65 | 4.39 | 1.91 | 0.12 | 0.14 | −1.98 | −3.06 | 3.02 | 2.25 | −0.47 | −2.81 | −0.30 | 1.29 | −0.03 | −1.67 | −0.58 | −0.38 | 1.41 | 1.08 | 1.37 | −2.12 | −2.30 | −1.79 | −0.20 | −3.28 | 0.15 | 0.54 | −0.68 | −1.06 | −0.76 | 2.01 | −2.59 | −0.30 | 0.03 | −1.60 | −0.30 | −2.75 | −1.99 | 2.57 | −2.93 | 0.13 | −1.78 | −2.24 | 0.27 | −0.55 | 2.84 | 1.13 | −0.71 | 1.00 | 0.44 | 0.73 | −1.35 | −0.50 | 0.17 | 1.10 | −0.74 | 3.69 | 2.14 | −0.35 | −0.59 | −1.62 | 0.93 | −1.75 | 2.14 | 3.73 | 0.38 | 2.30 | 1.62 | −0.13 | −0.66 | 0.74 | −0.80 | 1.97 | 0.10 | 1.94 | 0.27 | 0.82 | −4.79 | 0.03 | −0.88 | 1.91 | −1.67 | 1.49 | −0.01 | 0.85 | −2.56 | 0.11 | −0.32 | 0.33 | 0.89 | −0.73 | −2.31 | 0.04 | −0.39 | 2.04 | 3.58 | −3.08 | −0.98 | −0.23 | 2.68 | −3.23 | 1.06 | −3.40 | −0.08 | 1.28 | −0.48 | −1.47 | 1.32 | −2.14 | −0.98 | −1.38 | −0.95 | 3.04 | −0.21 | −0.40 | 0.04 | 0.87 | 1.75 | 3.90 | 3.39 | 0.32 | −0.47 | −0.08 | 0.25 | −0.95 | 1.43 | 0.55 | −1.70 | −0.98 | −0.79 | 0.87 | −1.36 | 2.72 | 0.43 | −1.00 | −1.02 | 0.46 | −2.06 | −3.30 | 3.72 | −1.78 | −1.80 | 2.03 | −0.02 | 1.58 | −2.44 | −1.82 | −0.06 | −1.51 | −0.35 | 1.64 | 1.47 | 0.05 | −0.11 | −2.22 | −1.03 | 1.41 | −0.05 | −0.69 | −3.22 | −0.09 | −0.58 | 3.08 | −0.25 | 0.12 | 1.20 | 1.32 | 0.96 | −3.06 | 0.67 | 2.04 | 0.96 | −1.76 | −0.23 | −1.05 | −4.77 | 1.84 | −0.02 | −0.09 | 3.69 | −0.17 | −2.13 | 0.91 | 0.20 | 2.86 | −1.24 | 0.83 | −0.55 | 1.92 | −0.20 | −0.42 | 0.86 | 0.32 | 0.13 | −0.76 | −1.16 | 2.98 | −2.13 | −0.08 | 1.79 | −0.42 | 0.26 | −0.89 | −0.26 | 1.61 | 0.26 | 1.13 | −0.08 | 0.05 | 0.07 | −1.10 | 0.85 | −1.44 | −0.89 | −0.29 | −0.03 | 1.43 | 2.14 | −0.01 | 2.19 | 4.94 | 0.45 | −1.44 | −0.02 | 1.95 | −1.74 | 1.19 | 1.14 | 3.42 | −0.97 | 0.80 | 1.87 | −1.67 | 0.09 | 1.59 | 3.16 | −1.63 | 1.23 | 3.20 | −0.93 | −3.10 | −1.58 | −0.70 | −3.85 | 2.80 | 1.76 | 3.19 | 0.83 | 0.21 | 0.15 | 0.66 | 0.39 | −0.86 | −0.22 | 0.62 | 2.20 | −1.14 | −0.84 | −1.53 | −2.88 | −1.22 | 0.89 | 3.13 | 0.22 | −2.73 | 0.30 | −0.62 | −1.86 | 2.82 | −0.78 | 1.29 | −0.96 | 0.80 | −0.33 | 0.44 |
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