Research Article
Decomposition-Based Multiobjective Optimization with Invasive Weed Colonies
Table 1
IGD-metric comparison results of MOEA/D-IWO, NSGA-II, and MOEA/D on F1-F9.
| Problems | | MOEA/D-IWO | MOEA/D | ss | NSGA-II | ss |
| F1 | mean | 0.0014 | 0.0015 | + | 0.0031 | + | min | 0.0014 | 0.0014 | | 0.0029 | | std | 1.0051E-05 | 3.4533E-05 | | 1.0912E-04 | |
| F2 | mean | 0.0396 | 0.0596 | + | 0.0437 | + | min | 0.0107 | 0.0161 | | 0.0341 | | std | 0.0287 | 0.0462 | | 0.0055 | |
| F3 | mean | 0.0343 | 0.0492 | + | 0.0434 | + | min | 0.0054 | 0.0073 | | 0.0368 | | std | 0.0221 | 0.0369 | | 0.0037 | |
| F4 | mean | 0.0023 | 0.0215 | + | 0.0431 | + | min | 0.0021 | 0.0144 | | 0.0357 | | std | 1.4079E-04 | 0.0049 | | 0.0042 | |
| F5 | mean | 0.0246 | 0.0327 | + | 0.0416 | + | min | 0.0025 | 0.0149 | | 0.0356 | | std | 0.0201 | 0.0217 | | 0.0029 | |
| F6 | mean | 0.0270 | 0.0330 | + | 0.0750 | + | min | 0.0257 | 0.0303 | | 0.0622 | | std | 0.0011 | 0.0015 | | 0.0061 | |
| F7 | mean | 0.0569 | 0.2407 | + | 0.4302 | + | min | 0.0025 | 0.1687 | | 0.1942 | | std | 0.0579 | 0.1703 | | 0.0258 | |
| F8 | mean | 0.1441 | 0.2569 | + | 0.4184 | + | min | 0.0927 | 0.1479 | | 0.3094 | | std | 0.0414 | 0.0800 | | 0.0397 | |
| F9 | mean | 0.0322 | 0.0440 | + | 0.0446 | + | min | 0.0127 | 0.0148 | | 0.0346 | | std | 0.0202 | 0.0291 | | 0.0060 | |
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