Research Article
Research on Hybrid Wind Speed Prediction System Based on Artificial Intelligence and Double Prediction Scheme
Table 13
Assessment results of MOEA/D and compared algorithms MOGWO, MOALO, and MODA.
| Test function | Population | MOEA/D | MOGWO | MOALO | MODA | IGD | SP | Time | IGD | SP | Time | IGD | SP | Time | IGD | SP | Time |
| ZDT1 | 100 | 0.0004 | 0.3101 | 9.4326 | 0.0177 | 0.9582 | 92.9218 | 0.0012 | 1.3363 | 12.4457 | 0.0021 | 1.4481 | 27.3128 | 150 | 0.0003 | 0.2980 | 14.0135 | 0.0211 | 1.0022 | 185.1901 | 0.0048 | 1.4707 | 26.8047 | 0.0009 | 1.7401 | 61.5327 | 200 | 0.0003 | 0.3085 | 18.9800 | 0.0134 | 0.8880 | 322.3307 | 0.0038 | 1.5431 | 44.5281 | 0.0008 | 1.4605 | 102.1664 | 300 | 0.0002 | 0.3130 | 27.9689 | 0.0077 | 0.8643 | 702.4606 | 0.0009 | 1.7605 | 99.6700 | 0.0005 | 1.7670 | 234.7359 |
| ZDT2 | 100 | 0.0002 | 0.1471 | 9.3547 | 0.0186 | 1.0224 | 92.6756 | 0.0092 | 1.3142 | 12.4336 | 0.0014 | 1.4891 | 26.2099 | 150 | 0.0001 | 0.1432 | 13.9232 | 0.0060 | 0.9164 | 195.0313 | 0.0124 | 1.2876 | 25.0904 | 0.0008 | 1.7399 | 60.9014 | 200 | 0.0001 | 0.1546 | 18.5560 | 0.0109 | 1.0756 | 325.0265 | 0.0043 | 1.5075 | 43.2346 | 0.0012 | 1.7549 | 105.3656 | 300 | 0.0001 | 0.1390 | 28.2260 | 0.0066 | 0.9324 | 703.1144 | 0.0062 | 1.5204 | 92.1880 | 0.0005 | 1.5148 | 220.0801 |
| ZDT3 | 100 | 0.0008 | 1.0107 | 9.3611 | 0.0137 | 1.2685 | 56.7915 | 0.0036 | 1.5085 | 10.1395 | 0.0020 | 1.4426 | 23.9510 | 150 | 0.0005 | 1.0169 | 13.9943 | 0.0116 | 1.2015 | 112.3462 | 0.0082 | 1.6049 | 19.9110 | 0.0014 | 1.6640 | 51.7423 | 200 | 0.0004 | 1.0236 | 18.5986 | 0.0119 | 1.1220 | 181.6382 | 0.0090 | 1.4377 | 30.3300 | 0.0010 | 1.6328 | 95.1171 | 300 | 0.0003 | 1.0470 | 27.6478 | 0.0118 | 1.1178 | 396.1695 | 0.0022 | 1.5776 | 62.2055 | 0.0022 | 1.6689 | 201.1445 |
| ZDT6 | 100 | 0.0001 | 0.7261 | 9.4208 | 0.0003 | 0.9981 | 50.6778 | 0.0027 | 1.3823 | 9.7510 | 0.0003 | 1.6698 | 27.3501 | 150 | 0.0001 | 0.2134 | 18.6394 | 0.0002 | 1.0619 | 97.2918 | 0.0007 | 1.3166 | 18.1468 | 0.0001 | 1.3441 | 55.1774 | 200 | 0.0000 | 0.1611 | 14.0255 | 0.0001 | 1.0695 | 163.7427 | 0.0014 | 1.4429 | 30.1978 | 0.0001 | 1.4342 | 108.9766 | 300 | 0.0000 | 0.1791 | 28.0454 | 0.0001 | 1.2066 | 334.4067 | 0.0008 | 1.5522 | 68.1699 | 0.0001 | 1.7650 | 229.6646 |
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