Comparison of estimated transmissivity (/day) values in various zones using DE, GA, PSO, and CSO
Data set . | Zone . | True values (m2/d) . | Estimated values using CSO (m2/d) . | Absolute % error CSO . | Estimated values using PSO (m2/d) . | Absolute % error PSO . | Estimated values using DE (m2/d) . | Absolute % error DE . | Estimated values using GA (m2/d) . | Absolute % error GA . |
---|---|---|---|---|---|---|---|---|---|---|
Data set 1 | 1 | 150 | 149.99 | 0.01 | 149.99 | 0.01 | 149.97 | 0.02 | 149.23 | 0.51 |
2 | 150 | 149.98 | 0.01 | 149.98 | 0.01 | 149.98 | 0.01 | 149.37 | 0.42 | |
3 | 50 | 49.98 | 0.03 | 49.90 | 0.20 | 49.96 | 0.08 | 49.34 | 1.32 | |
4 | 150 | 149.97 | 0.02 | 149.89 | 0.07 | 149.95 | 0.03 | 149.85 | 0.10 | |
5 | 50 | 49.97 | 0.06 | 50.10 | 0.20 | 49.96 | 0.08 | 49.95 | 0.10 | |
6 | 15 | 14.99 | 0.09 | 14.97 | 0.19 | 14.96 | 0.27 | 14.92 | 0.53 | |
7 | 50 | 49.98 | 0.04 | 49.98 | 0.04 | 49.97 | 0.06 | 49.48 | 1.04 | |
8 | 15 | 14.98 | 0.16 | 14.97 | 0.18 | 14.97 | 0.20 | 14.64 | 2.40 | |
9 | 5 | 4.99 | 0.20 | 4.99 | 0.28 | 4.94 | 1.20 | 4.73 | 5.40 | |
Data set 2: μ = 0, σ = 1 | 1 | 150 | 148.93 | 0.71 | 148.79 | 0.81 | 149.14 | 0.57 | 148.712 | 0.86 |
2 | 150 | 149.48 | 0.35 | 148.94 | 0.71 | 148.92 | 0.72 | 149.03 | 0.65 | |
3 | 50 | 49.16 | 1.68 | 49.22 | 1.56 | 49.24 | 1.52 | 49.31 | 1.38 | |
4 | 150 | 149.07 | 0.62 | 148.91 | 0.73 | 148.74 | 0.84 | 148.36 | 1.09 | |
5 | 50 | 49.13 | 1.74 | 49.09 | 1.82 | 49.26 | 1.48 | 49.18 | 1.64 | |
6 | 15 | 14.43 | 3.80 | 14.20 | 5.33 | 14.61 | 2.60 | 13.975 | 6.83 | |
7 | 50 | 48.98 | 2.04 | 49.18 | 1.64 | 48.52 | 2.96 | 49.27 | 1.46 | |
8 | 15 | 14.66 | 2.27 | 14.37 | 4.20 | 14.67 | 2.20 | 14.16 | 5.60 | |
9 | 5 | 4.72 | 5.60 | 4.49 | 10.20 | 4.48 | 10.40 | 4.37 | 12.60 |
Data set . | Zone . | True values (m2/d) . | Estimated values using CSO (m2/d) . | Absolute % error CSO . | Estimated values using PSO (m2/d) . | Absolute % error PSO . | Estimated values using DE (m2/d) . | Absolute % error DE . | Estimated values using GA (m2/d) . | Absolute % error GA . |
---|---|---|---|---|---|---|---|---|---|---|
Data set 1 | 1 | 150 | 149.99 | 0.01 | 149.99 | 0.01 | 149.97 | 0.02 | 149.23 | 0.51 |
2 | 150 | 149.98 | 0.01 | 149.98 | 0.01 | 149.98 | 0.01 | 149.37 | 0.42 | |
3 | 50 | 49.98 | 0.03 | 49.90 | 0.20 | 49.96 | 0.08 | 49.34 | 1.32 | |
4 | 150 | 149.97 | 0.02 | 149.89 | 0.07 | 149.95 | 0.03 | 149.85 | 0.10 | |
5 | 50 | 49.97 | 0.06 | 50.10 | 0.20 | 49.96 | 0.08 | 49.95 | 0.10 | |
6 | 15 | 14.99 | 0.09 | 14.97 | 0.19 | 14.96 | 0.27 | 14.92 | 0.53 | |
7 | 50 | 49.98 | 0.04 | 49.98 | 0.04 | 49.97 | 0.06 | 49.48 | 1.04 | |
8 | 15 | 14.98 | 0.16 | 14.97 | 0.18 | 14.97 | 0.20 | 14.64 | 2.40 | |
9 | 5 | 4.99 | 0.20 | 4.99 | 0.28 | 4.94 | 1.20 | 4.73 | 5.40 | |
Data set 2: μ = 0, σ = 1 | 1 | 150 | 148.93 | 0.71 | 148.79 | 0.81 | 149.14 | 0.57 | 148.712 | 0.86 |
2 | 150 | 149.48 | 0.35 | 148.94 | 0.71 | 148.92 | 0.72 | 149.03 | 0.65 | |
3 | 50 | 49.16 | 1.68 | 49.22 | 1.56 | 49.24 | 1.52 | 49.31 | 1.38 | |
4 | 150 | 149.07 | 0.62 | 148.91 | 0.73 | 148.74 | 0.84 | 148.36 | 1.09 | |
5 | 50 | 49.13 | 1.74 | 49.09 | 1.82 | 49.26 | 1.48 | 49.18 | 1.64 | |
6 | 15 | 14.43 | 3.80 | 14.20 | 5.33 | 14.61 | 2.60 | 13.975 | 6.83 | |
7 | 50 | 48.98 | 2.04 | 49.18 | 1.64 | 48.52 | 2.96 | 49.27 | 1.46 | |
8 | 15 | 14.66 | 2.27 | 14.37 | 4.20 | 14.67 | 2.20 | 14.16 | 5.60 | |
9 | 5 | 4.72 | 5.60 | 4.49 | 10.20 | 4.48 | 10.40 | 4.37 | 12.60 |