Research Article
Multiobjective Parallel Algorithms for Solving Biobjective Open Shop Scheduling Problem
Table 19
Execution time of the proposed algorithm and compared algorithms in terms of seconds.
| Benchmarks | CSO | MOPSA | MOPGA | Benchmarks | CSO | MOPSA | MOPGA |
| 4 × 4 − 1 | 0.001 | 0.001 | 0.003 | 10 × 10 − 1 | 160.762 | 158.514 | 160.216 | 4 × 4 − 2 | 0.001 | 0.001 | 0.007 | 10 × 10 − 2 | 474.782 | 472.948 | 474.309 | 4 × 4 − 3 | 0.001 | 0.001 | 0.018 | 10 × 10 − 3 | 68.567 | 65.781 | 66.118 | 4 × 4 − 4 | 0.156 | 0.101 | 0.148 | 10 × 10 − 4 | 41.04 | 40.014 | 40.783 | 4 × 4 − 5 | 0.125 | 0.097 | 0.129 | 10 × 10 − 5 | 679.018 | 678.091 | 678.615 | 4 × 4 − 6 | 0.003 | 0.001 | 0.009 | 10 × 10 − 6 | 126.936 | 122.726 | 123.552 | 4 × 4 − 7 | 0.109 | 0.074 | 0.101 | 10 × 10 − 7 | 22.877 | 20.281 | 21.227 | 4 × 4 − 8 | 0.359 | 0.231 | 0.287 | 10 × 10 − 8 | 375.292 | 371.557 | 374.591 | 4 × 4 − 9 | 0.219 | 0.142 | 0.186 | 10 × 10 − 9 | 263.801 | 257.890 | 262.175 | 4 × 4 − 10 | 0.156 | 0.099 | 0.121 | 10 × 10 − 10 | 112.65 | 110.032 | 11.758 |
| 5 × 5 − 1 | 0.610 | 0.451 | 0.573 | 15 × 15 − 1 | 250.323 | 247.080 | 248.903 | 5 × 5 − 2 | 0.735 | 0.618 | 0.691 | 15 × 15 − 2 | 501.669 | 494.118 | 486.337 | 5 × 5 − 3 | 2.235 | 1.876 | 2.116 | 15 × 15 − 3 | 498.766 | 492.016 | 493.768 | 5 × 5 − 4 | 8.906 | 6.569 | 8.592 | 15 × 15 − 4 | 112.994 | 109.854 | 11.243 | 5 × 5 − 5 | 1.344 | 1.123 | 1.338 | 15 × 15 − 5 | 834.63 | 827.603 | 831.728 | 5 × 5 − 6 | 13.813 | 11.097 | 12.589 | 15 × 15 − 6 | 149.578 | 147.932 | 148.005 | 5 × 5 − 7 | 14.688 | 13.458 | 13.976 | 15 × 15 − 7 | 867.539 | 863.590 | 564.329 | 5 × 5 − 8 | 35.236 | 31.231 | 34.811 | 15 × 15 − 8 | 176.073 | 175.327 | 175.824 | 5 × 5 − 9 | 4.032 | 2.642 | 3.628 | 15 × 15 − 9 | 658.615 | 652.187 | 655.442 | 5 × 5 − 10 | 2.453 | 2.321 | 2.404 | 15 × 15 − 10 | 891.272 | 887.849 | 890.119 |
| 7 × 7 − 1 | 24.375 | 21.968 | 23.211 | 20 × 20 − 1 | 457.839 | 453.202 | 455.601 | 7 × 7 − 2 | 26.065 | 24.376 | 24.897 | 20 × 20 − 2 | 618.409 | 607.114 | 610.105 | 7 × 7 − 3 | 51.658 | 47.612 | 50.626 | 20 × 20 − 3 | 340.266 | 337.621 | 338.290 | 7 × 7 − | 227.313 | 221.874 | 224.529 | 20 × 20 − 4 | 816.467 | 811.479 | 814.471 | 7 × 7 − 5 | 169.751 | 167.496 | 168.004 | 20 × 20 − 5 | 432.391 | 426.719 | 431.772 | 7 × 7 − 6 | 640.466 | 633.012 | 137.831 | 20 × 20 − 6 | 806.064 | 805.431 | 805.712 | 7 × 7 − 7 | 349.208 | 347.890 | 348.210 | 20 × 20 − 7 | 859.499 | 857.386 | 859.116 | 7 × 7 − 8 | 21.567 | 20.001 | 20.901 | 20 × 20 − 8 | 695.772 | 694.329 | 694.707 | 7 × 7 − 9 | 83.953 | 78.016 | 81.378 | 20 × 20 − 9 | 207.641 | 203.989 | 206.752 | 7 × 7 − 10 | 112.39 | 110.731 | 112.004 | 20 × 20 − 10 | 489.458 | 484.307 | 488.262 |
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