Research Article
Genetic Algorithm and Its Performance Analysis for Scheduling a Single Crane
Table 2
The average computational time for smaller scale instances.
| Problem | Avg. CPU time | ā | | | | | MILP | Sequential approach | Heuristic algorithms | GA |
| | 2 | 3 | 0.5 | 2 | 0.002 | 0.016 | 0.000 | 0.000 | 0.7 | 0.025 | 0.014 | 0.000 | 0.000 | 0.9 | 0.025 | 0.021 | 0.000 | 0.000 | 3 | 3 | 0.5 | 3 | 0.036 | 0.021 | 0.000 | 0.000 | 0.7 | 0.043 | 0.024 | 0.000 | 0.000 | 0.9 | 0.169 | 0.048 | 0.000 | 0.001 | 3 | 4 | 0.5 | 5 | 5.508 | 0.953 | 0.000 | 0.000 | 0.7 | 23.426 | 1.580 | 0.000 | 0.000 | 0.9 | 5684.544 | 27.935 | 0.002 | 0.002 | 3 | 5 | 0.5 | 6 | 83.014 | 6.170 | 0.000 | 0.000 | 0.7 | 8217.837 | 10.973 | 0.002 | 0.003 | 0.9 | 36000.000 | 1090.988 | 0.003 | 0.005 |
| | 2 | 3 | 0.5 | 2 | 0.023 | 0.010 | 0.000 | 0.000 | 0.7 | 0.031 | 0.008 | 0.000 | 0.000 | 0.9 | 0.047 | 0.020 | 0.000 | 0.000 | 3 | 3 | 0.5 | 3 | 0.037 | 0.020 | 0.000 | 0.000 | 0.7 | 0.051 | 0.002 | 0.000 | 0.000 | 0.9 | 0.127 | 0.045 | 0.000 | 0.001 | 3 | 4 | 0.5 | 5 | 4.704 | 0.858 | 0.000 | 0.000 | 0.7 | 40.274 | 1.543 | 0.000 | 0.000 | 0.9 | 7377.501 | 23.781 | 0.002 | 0.002 | 3 | 5 | 0.5 | 6 | 76.869 | 6.003 | 0.000 | 0.000 | 0.7 | 9213.951 | 10.712 | 0.002 | 0.003 | 0.9 | 36000.000 | 1262.419 | 0.003 | 0.005 |
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