Research Article
Genetic Algorithm and Its Performance Analysis for Scheduling a Single Crane
Table 3
Computing results of the heuristic algorithms for larger scale instances.
| Problem | ARD (%) | Avg. CPU time | | | | | Heuristic algorithm | Modified heuristic | GA | Heuristic algorithms | GA |
| 3 | 6 | 0.5 | 10 | 11.09 | 11.09 | 11.00 | 0.000 | 0.000 | 0.7 | 12.69 | 13.34 | 11.90 | 0.003 | 0.005 | 0.9 | 11.87 | 12.83 | 12.07 | 0.002 | 0.003 |
| 5 | 6 | 0.5 | 16 | 12.92 | 12.96 | 12.66 | 0.000 | 0.000 | 0.7 | 10.62 | 11.35 | 10.37 | 0.003 | 0.005 | 0.9 | 13.11 | 13.62 | 13.09 | 0.000 | 0.002 |
| 10 | 6 | 0.5 | 33 | 18.54 | 18.68 | 17.89 | 0.005 | 0.005 | 0.7 | 16.25 | 16.50 | 16.14 | 0.004 | 0.005 | 0.9 | 15.66 | 17.23 | 15.30 | 0.007 | 0.010 |
| 15 | 6 | 0.5 | 50 | 23.47 | 23.47 | 23.00 | 0.006 | 0.006 | 0.7 | 21.54 | 21.72 | 21.21 | 0.015 | 0.018 | 0.9 | 20.41 | 21.05 | 19.99 | 0.015 | 0.020 |
| 20 | 6 | 0.5 | 65 | 26.57 | 26.68 | 26.18 | 0.003 | 0.003 | 0.7 | 24.78 | 24.98 | 24.54 | 0.015 | 0.018 | 0.9 | 23.03 | 24.22 | 22.91 | 0.021 | 0.030 |
| 20 | 11 | 0.5 | 130 | 26.17 | 26.18 | 26.02 | 0.060 | 0.071 | 0.7 | 27.48 | 27.98 | 27.19 | 0.109 | 0.132 | 0.9 | 22.49 | 23.84 | 22.00 | 0.153 | 0.169 |
| 50 | 26 | 0.5 | 800 | 34.60 | 34.54 | 34.52 | 6.572 | 7.121 | 0.7 | 33.00 | 32.92 | 32.73 | 19.647 | 23.409 | 0.9 | 31.33 | 31.75 | 30.90 | 32.838 | 35.117 |
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