Research Article
Wind Farm Layout Optimization Based on Dynamic Opposite Learning-Enhanced Sparrow Search Algorithm
Table 4
Comparison of hybrid function test results.
| | Algorithm | HF1 | HF2 | HF3 | HF4 | | Mean | Std | Mean | Std | Mean | Std | Mean | Std | | PSO | 1.967+06 | 4.507+07 | 2.265+06 | 2.709+09 | 6.138+01 | 4.276+02 | 1.096+04 | 6.712+04 | | Jaya | 1.687+05 | 4.752+07 | 5.810+04 | 3.677+09 | 1.791+01 | 8.289+01 | 2.471+02 | 2.720+04 | | cfwPSO | 2.068+07 | 1.093+08 | 3.848+08 | 3.752+09 | 2.838+02 | 4.295+02 | 8.962+04 | 9.819+04 | | cfPSO | 1.449+06 | 1.120+08 | 1.735+08 | 4.199+09 | 1.264+02 | 7.041+02 | 1.549+04 | 5.098+04 | | NTLBO | 2.550+06 | 3.326+08 | 1.277+09 | 6.234+09 | 3.418+02 | 1.227+03 | 3.612+04 | 2.256+05 | | DE | 3.655+05 | 1.169+07 | 2.823+02 | 1.036+08 | 5.510+01 | 2.135+01 | 5.653+03 | 1.208+05 | | ETLBO | 8.117+06 | 2.907+08 | 9.350+08 | 6.076+09 | 3.130+02 | 1.734+03 | 6.165+04 | 2.340+05 | | SSA | 7.432+04 | 1.830+06 | 6.768+03 | 1.773+03 | 1.125+01 | 2.679+01 | 2.324+02 | 7.350+03 | | DOLSSA | 4.025+04 | 1.408+06 | 1.077+03 | 4.106+02 | 8.893+00 | 3.502+01 | 2.113+02 | 2.172+04 |
| | Algorithm | HF5 | HF6 | ON | AR | | PSO | 4.092+04 | 3.047+07 | 8.838+02 | 1.597+03 | 0 | 5.17 | | Jaya | 9.749+03 | 4.165+06 | 3.119+02 | 9.115+02 | 0 | 3.00 | | cfwPSO | 3.717+06 | 4.300+07 | 1.227+03 | 2.105+03 | 0 | 8.00 | | cfPSO | 5.527+05 | 5.610+07 | 8.106+02 | 1.400+03 | 0 | 5.67 | | NTLBO | 5.499+06 | 5.814+07 | 8.600+02 | 1.968+04 | 0 | 7.67 | | DE | 2.777+05 | 1.795+06 | 2.640+02 | 2.972+02 | 1 | 3.33 | | ETLBO | 2.077+07 | 1.676+08 | 1.117+03 | 6.197+04 | 0 | 8.17 | | SSA | 5.346+04 | 5.068+05 | 3.424+02 | 1.026+03 | 0 | 2.83 | | DOLSSA | 6.813+03 | 5.182+05 | 3.735+01 | 8.039+02 | 5 | 1.17 |
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