Table 4.
The output of the algorithms for solving the small-sized instances
| Problem | Exact (MCGP-UF) | SA-GP | GA-GP | PSO-GP | HSAMCGP | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Z1 | Z2 | Z3 | CPU time (s) | Z1 | Z2 | Z3 | CPU time | Z1 | Z2 | Z3 | CPU time | Z1 | Z2 | Z3 | CPU time | Z1 | Z2 | Z3 | CPU time | |
| 1 | 8837.2 | 0.082 | 1.825 | 26.3 | 8837.2 | 0.082 | 1.825 | 16.8 | 8837.2 | 0.082 | 1.825 | 31.5 | 8837.2 | 0.082 | 1.825 | 29.3 | 8837.2 | 0.082 | 1.825 | 23.7 |
| 2 | 9246.6 | 0.144 | 1.749 | 37.5 | 9246.6 | 0.144 | 1.749 | 19.5 | 9246.6 | 0.144 | 1.749 | 38.2 | 9246.6 | 0.144 | 1.749 | 35.6 | 9246.6 | 0.144 | 1.749 | 27.5 |
| 3 | 9675.4 | 0.195 | 1.864 | 94.6 | 9740.2 | 0.196 | 1.852 | 23.4 | 9735.0 | 0.196 | 1.862 | 46.1 | 9742.8 | 0.196 | 1.852 | 42.9 | 9675.4 | 0.195 | 1.863 | 32.9 |
| 4 | 9943.2 | 0.278 | 1.754 | 175.1 | 10,035.7 | 0.280 | 1.738 | 26.8 | 10,028.3 | 0.280 | 1.752 | 52.3 | 10,039.4 | 0.280 | 1.738 | 48.7 | 9943.2 | 0.278 | 1.753 | 37.7 |
| 5 | 10,488.7 | 0.251 | 1.766 | 238.5 | 10,635.5 | 0.254 | 1.742 | 30.2 | 10,623.8 | 0.254 | 1.763 | 59.5 | 10,641.4 | 0.254 | 1.742 | 55.4 | 10,488.7 | 0.251 | 1.765 | 42.5 |
| 6 | 10,843.1 | 0.366 | 1.857 | 482.8 | 11,038.3 | 0.371 | 1.841 | 34.1 | 11,022.7 | 0.371 | 1.854 | 66.7 | 11,046.1 | 0.372 | 1.827 | 62.1 | 10,936.4 | 0.368 | 1.856 | 48.0 |
| 7 | 11,164.5 | 0.485 | 1.799 | 682.8 | 11,421.3 | 0.495 | 1.782 | 39.4 | 11,400.7 | 0.494 | 1.795 | 72.4 | 11,431.6 | 0.496 | 1.761 | 67.4 | 11,309.6 | 0.490 | 1.798 | 55.5 |
| 8 | 11,495.3 | 0.337 | 1.725 | 951.3 | 11,713.7 | 0.342 | 1.722 | 44.7 | 11,696.2 | 0.342 | 1.721 | 79.1 | 11,722.4 | 0.343 | 1.693 | 73.6 | 11,713.7 | 0.342 | 1.723 | 62.9 |
| 9 | 12,072.5 | 0.568 | 1.738 | 1706.5 | 12,374.3 | 0.581 | 1.720 | 49.5 | 12,350.2 | 0.580 | 1.733 | 87.5 | 12,386.4 | 0.582 | 1.696 | 81.5 | 12,253.6 | 0.575 | 1.737 | 69.7 |
| 10 | 12,368.1 | 0.715 | 1.779 | 2646.2 | 12,726.8 | 0.734 | 1.755 | 56.3 | 12,698.1 | 0.732 | 1.774 | 96.3 | 12,741.1 | 0.734 | 1.729 | 89.7 | 12,590.7 | 0.725 | 1.777 | 79.3 |
| 11 | 12,953.8 | 0.626 | 1.616 | 4085.9 | 13,381.3 | 0.645 | 1.595 | 61.2 | 13,347.1 | 0.644 | 1.610 | 102.8 | 13,398.4 | 0.646 | 1.564 | 95.7 | 13,225.8 | 0.637 | 1.614 | 86.2 |
| 12 | 14,066.2 | 0.884 | 1.748 | 6428.5 | 14,572.6 | 0.912 | 1.723 | 67.6 | 14,532.1 | 0.910 | 1.741 | 110.1 | 14,592.8 | 0.913 | 1.688 | 102.5 | 14,403.8 | 0.901 | 1.745 | 95.2 |
| 13 | 14,859.9 | 0.912 | 1.745 | 9067.1 | 15,320.6 | 0.938 | 1.733 | 72.3 | 15,283.7 | 0.935 | 1.739 | 118.6 | 15,339.0 | 0.939 | 1.692 | 110.4 | 15,261.1 | 0.933 | 1.743 | 101.8 |
| 14 | 15,724.7 | 0.857 | 1.778 | 12,796.3 | 16,385.1 | 0.890 | 1.744 | 77.8 | 16,332.3 | 0.887 | 1.769 | 125.3 | 16,411.6 | 0.891 | 1.705 | 116.7 | 16,117.8 | 0.875 | 1.775 | 109.5 |
| 15 | 16,158.2 | 0.925 | 1.766 | 15,449.5 | 16,901.5 | 0.964 | 1.736 | 83.6 | 16,842.0 | 0.961 | 1.757 | 134.5 | 16,931.2 | 0.965 | 1.687 | 125.2 | 16,659.1 | 0.950 | 1.763 | 117.7 |