Research Article
Wind Farm Layout Optimization Based on Dynamic Opposite Learning-Enhanced Sparrow Search Algorithm
Table 7
Comparison of running rates of different algorithms.
| Running time (s) | PSO | Jaya | cfwPSO | cfPSO | NTLBO | DE | ETLBO | SSA | DOLSSA |
| wt1 | 24.04 | 23.714 | 139.02 | 46.43 | 45.32 | 20.42 | 45.35 | 1.61 | 10.61 | wt2 | 24.92 | 21.57 | 162.53 | 46.17 | 44.49 | 18.84 | 45.76 | 1.50 | 11.99 | wt3 | 22.60 | 21.40 | 102.92 | 43.46 | 44.66 | 18.59 | 45.78 | 2.88 | 10.58 | wt4 | 22.81 | 22.98 | 73.99 | 45.54 | 44.29 | 20.86 | 48.70 | 1.47 | 10.48 | wt5 | 23.88 | 21.89 | 57.86 | 44.47 | 46.30 | 19.06 | 43.17 | 4.35 | 11.29 | wt6 | 46.57 | 41.65 | 172.57 | 93.95 | 87.16 | 51.84 | 85.42 | 7.66 | 17.96 | wt7 | 22.35 | 23.41 | 162.55 | 45.80 | 45.03 | 18.82 | 44.70 | 1.62 | 11.05 | wt8 | 20.93 | 25.85 | 143.09 | 43.66 | 44.65 | 18.70 | 43.13 | 3.77 | 10.61 | wt9 | 25.04 | 22.81 | 154.29 | 45.28 | 47.64 | 18.67 | 44.59 | 1.52 | 10.59 | wt10 | 22.79 | 22.27 | 106.62 | 46.28 | 44.73 | 18.76 | 45.80 | 1.72 | 11.11 | wt11 | 23.21 | 23.53 | 90.42 | 46.48 | 45.75 | 19.40 | 45.32 | 1.83 | 11.08 | wt12 | 25.81 | 25.05 | 66.07 | 54.03 | 51.89 | 24.21 | 53.54 | 2.67 | 12.17 | wt13 | 25.99 | 25.01 | 69.81 | 55.05 | 51.52 | 24.20 | 51.49 | 2.61 | 11.86 | wt14 | 21.88 | 22.35 | 142.04 | 44.75 | 45.15 | 17.34 | 46.38 | 1.56 | 10.39 | wt15 | 22.13 | 21.75 | 149.16 | 44.47 | 44.38 | 17.76 | 43.67 | 1.57 | 11.01 | wt16 | 21.94 | 22.18 | 54.13 | 46.95 | 43.86 | 17.98 | 44.16 | 1.60 | 10.36 | HF1 | 52.41 | 52.53 | 287.19 | 101.99 | 100.53 | 40.02 | 100.25 | 3.61 | 24.87 | HF2 | 49.66 | 49.13 | 208.75 | 103.70 | 101.17 | 40.96 | 102.29 | 4.23 | 23.81 | HF3 | 60.15 | 56.73 | 236.39 | 120.81 | 116.65 | 53.04 | 115.99 | 5.83 | 27.69 | HF4 | 50.47 | 49.78 | 167.00 | 104.30 | 98.69 | 38.57 | 100.45 | 4.27 | 23.09 | HF5 | 51.32 | 49.89 | 216.66 | 103.07 | 100.64 | 40.71 | 101.74 | 3.52 | 25.67 | HF6 | 52.42 | 53.72 | 175.70 | 110.14 | 103.65 | 41.97 | 104.40 | 3.50 | 23.46 | Case 1 | 17359.33 | 9088.36 | 17632.02 | 27698.24 | 18927.36 | 23917.22 | 21054.65 | 3584.46 | 2894.15 | Case 2 | 22280.72 | 12236.27 | 16910.49 | 33490.52 | 25678.75 | 24227.29 | 20365.82 | 4355.44 | 2799.29 | Case 3 | 10907.01 | 8077.98 | 12479.35 | 20951.03 | 15711.32 | 15522.33 | 18307.37 | 2657.81 | 2562.42 | Case 4 | 23422.66 | 18635.63 | 48127.99 | 48025.36 | 32596.33 | 40159.25 | 49128.37 | 8913.25 | 7639.36 | Case 5 | 19104.84 | 18741.12 | 49839.66 | 49589.83 | 36847.64 | 37018.04 | 44042.77 | 6374.57 | 6201.06 | Case 6 | 26273.12 | 19359.76 | 49359.91 | 50526.07 | 37786.63 | 39279.50 | 46214.07 | 8175.30 | 6507.15 | Average time | 4287.89 | 3100.52 | 7053.15 | 8275.64 | 6033.79 | 6454.44 | 7161.25 | 1218.78 | 1033.40 |
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