Research Article
An Improved Shuffled Frog Leaping Algorithm for Multiload AGV Dispatching in Automated Container Terminals
Table 2
The results of GA, SFLA, QSFLA, and SFLAMUT.
| Number of task | Algorithm | Best value | Worst value | Mean value | Standard deviation | Running time (s) |
| 10 | GA | 274 | 278 | 276 | 1.84 | 13.29 | SFLA | 274 | 274 | 274 | 0.00 | 48.66 | QSFLA | 274 | 274 | 274 | 0.00 | 65.31 | SFLAMUT | 274 | 274 | 274 | 0.00 | 50.85 |
| 20 | GA | 340 | 376 | 358 | 12.80 | 66.62 | SFLA | 328 | 348 | 336 | 6.85 | 256.19 | QSFLA | 336 | 352 | 344 | 5.33 | 352.88 | SFLAMUT | 328 | 340 | 332 | 5.03 | 273.24 |
| 30 | GA | 428 | 474 | 452 | 14.80 | 42.38 | SFLA | 416 | 440 | 426 | 7.23 | 179.25 | QSFLA | 428 | 452 | 439 | 6.88 | 248.90 | SFLAMUT | 406 | 434 | 425 | 8.85 | 187.57 |
| 40 | GA | 632 | 666 | 646 | 10.48 | 93.99 | SFLA | 608 | 636 | 625 | 9.80 | 352.66 | QSFLA | 612 | 658 | 636 | 14.42 | 493.33 | SFLAMUT | 608 | 628 | 620 | 5.85 | 381.65 |
| 50 | GA | 780 | 808 | 790 | 9.35 | 88.59 | SFLA | 772 | 786 | 778 | 5.32 | 335.90 | QSFLA | 772 | 794 | 783 | 7.19 | 471.73 | SFLAMUT | 760 | 784 | 774 | 7.15 | 358.49 |
| 60 | GA | 926 | 974 | 948 | 12.78 | 141.50 | SFLA | 914 | 950 | 932 | 11.37 | 542.50 | QSFLA | 928 | 960 | 948 | 9.23 | 758.42 | SFLAMUT | 910 | 946 | 927 | 12.62 | 582.16 |
| 70 | GA | 1138 | 1166 | 1150 | 10.46 | 153.68 | SFLA | 1108 | 1148 | 1126 | 9.91 | 592.01 | QSFLA | 1134 | 1164 | 1145 | 11.12 | 827.36 | SFLAMUT | 1106 | 1148 | 1126 | 12.54 | 639.29 |
| 80 | GA | 1192 | 1224 | 1214 | 9.32 | 205.87 | SFLA | 1176 | 1224 | 1197 | 15.70 | 800.00 | QSFLA | 1196 | 1228 | 1214 | 10.49 | 1090.99 | SFLAMUT | 1168 | 1218 | 1194 | 15.78 | 851.53 |
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