Research Article
A Dynamic Intelligent Decision Approach to Dependency Modeling of Project Tasks in Complex Engineering System Optimization
Table 4
Comparison of performance obtained by different algorithms.
| Problem subset | Schedules | | ABC | | | SA | | | ACO | | | AIS | | APD | LTM | | APD | LTM | | APD | LTM | | APD | LTM | |
| | 1000 | 21.1 | 98.6 | 0.09 | 20.1 | 92.5 | 0.06 | 22.4 | 93.5 | 0.07 | 25.6 | 101.4 | 0.07 | MP30 | 5000 | 19.3 | 95.3 | 0.23 | 19.3 | 91.3 | 0.19 | 19.2 | 89.2 | 0.18 | 24.3 | 97.5 | 0.21 | | 10000 | 19.1 | 89.9 | 0.67 | 18.6 | 91.3 | 0.55 | 19 | 89 | 0.61 | 22.1 | 95.1 | 0.61 |
| | 1000 | 42.1 | 130.7 | 0.61 | 41.9 | 147.4 | 0.41 | 42.1 | 130.4 | 0.98 | 41.9 | 129.8 | 0.62 | MP60 | 5000 | 39.2 | 125.1 | 3.9 | 41.5 | 140.3 | 1.79 | 42.0 | 124.7 | 3.7 | 41.9 | 127.6 | 3.9 | | 10000 | 34.8 | 122.3 | 7.9 | 41.5 | 138.6 | 4.5 | 41.8 | 124.5 | 8.8 | 41.8 | 127.5 | 9.5 |
| | 1000 | 68.5 | 254.7 | 2.3 | 87.4 | 253.3 | 0.9 | 67.3 | 287.9 | 1.2 | 67 | 296 | 0.7 | MP90 | 5000 | 65.0 | 250.9 | 9.5 | 81.3 | 252.4 | 2.76 | 65.1 | 277.6 | 5.1 | 66.9 | 275 | 4.8 | | 10000 | 62.4 | 237.6 | 23.1 | 75.6 | 252 | 6.1 | 64.8 | 274.1 | 10.3 | 66.9 | 251.4 | 11.3 |
| | 1000 | 87.1 | 345.1 | 3.1 | 121.6 | 345 | 1.2 | 150.4 | 387.9 | 1.5 | 86.9 | 340.5 | 1.34 | MP120 | 5000 | 84.4 | 323.1 | 11.6 | 119.3 | 340.1 | 5.3 | 144.3 | 366.4 | 6.1 | 86.5 | 338.1 | 5.77 | | 10000 | 81.2 | 317.8 | 32.2 | 115.6 | 335.7 | 10.5 | 140.2 | 354.2 | 12.9 | 86 | 335.2 | 14.8 |
| | 1000 | 116.9 | 410.1 | 4.3 | 125.4 | 419.9 | 2.1 | 130.7 | 443.5 | 2.1 | 110.4 | 415.3 | 2.8 | MP150 | 5000 | 110.4 | 397.3 | 12.9 | 124.1 | 415.3 | 6.9 | 127.6 | 430.1 | 6.8 | 109.7 | 405.5 | 8.3 | | 10000 | 105.9 | 392.1 | 40.5 | 122.3 | 413.5 | 13.7 | 125.5 | 427.7 | 14.9 | 107.4 | 401.1 | 19.3 |
| | 1000 | 147.1 | 508.9 | 5.9 | 154.7 | 520.1 | 3.2 | 150.9 | 519.9 | 2.9 | 140.1 | 519.4 | 3.6 | MP180 | 5000 | 135.4 | 501.4 | 15.9 | 149.1 | 515.4 | 7.8 | 144.3 | 514.3 | 8.2 | 138.4 | 512.2 | 10.7 | | 10000 | 129.1 | 492.1 | 51.1 | 147.1 | 512.5 | 19.1 | 141.8 | 510.5 | 21.7 | 134.9 | 508.5 | 29.1 |
| | 1000 | 180.9 | 619.5 | 7.1 | 191.4 | 653.1 | 4.1 | 199.3 | 647.9 | 4.7 | 189.7 | 625.1 | 6.1 | MP210 | 5000 | 172.5 | 611.2 | 19.3 | 186.6 | 651.4 | 11.2 | 195.1 | 641.6 | 10.7 | 186.9 | 624.3 | 15.7 | | 10000 | 167.1 | 606.7 | 67.8 | 185.1 | 650.1 | 23.5 | 189.8 | 639.2 | 24.1 | 185.1 | 621.4 | 58.1 |
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