Research Article
A Hybrid Genetic Algorithm for Integrated Truck Scheduling and Product Routing on the Cross-Docking System with Multiple Receiving and Shipping Docks
Table 9
Comparison of TRSP heuristics for 20 benchmark problems.
| Problem () | | | Percent deviation rate from the lower bound (%) | NS | TNLSM | Hybrid GA | NS | TNLSM | Hybrid GA | Improved rate | Best | Best | Best | Mean | Best | Best | Best | Mean |
| 1 | 685 | 778 | 778 | 779 | 779.0 | 13.58 | 13.58 | 13.72 | 13.72 | −1.08 | 2 | 708 | 757 | 759 | 753 | 753.0 | 6.92 | 7.20 | 6.36 | 6.36 | 8.16 | 3 | 713 | 829 | 829 | 818 | 818.0 | 16.27 | 16.27 | 14.73 | 14.73 | 9.48 | 4 | 1055 | 1182 | 1182 | 1181 | 1181.0 | 12.04 | 12.04 | 11.94 | 11.94 | 0.79 | 5 | 1260 | 1420 | 1336 | 1335 | 1335.0 | 12.70 | 6.03 | 5.95 | 5.95 | 1.32 | 6 | 1475 | 1677 | 1689 | 1586 | 1593.0 | 13.69 | 14.51 | 7.53 | 8.00 | 45.05 | 7 | 1500 | 1665 | 1665 | 1619 | 1623.6 | 11.00 | 11.00 | 7.93 | 8.24 | 27.88 | 8 | 1115 | 1211 | 1202 | 1134 | 1137.0 | 8.61 | 7.80 | 1.70 | 1.97 | 78.16 | 9 | 1439 | 1617 | 1596 | 1597 | 1598.2 | 12.37 | 10.91 | 10.98 | 11.06 | −0.64 | 10 | 1560 | 1695 | 1712 | 1658 | 1664.8 | 8.65 | 9.74 | 6.28 | 6.72 | 27.41 | 11 | 1589 | 1738 | 1776 | 1739 | 1739.0 | 9.38 | 11.77 | 9.44 | 9.44 | −0.67 | 12 | 1087 | 1157 | 1145 | 1123 | 1133.0 | 6.44 | 5.34 | 3.31 | 4.23 | 37.93 | 13 | 1377 | 1659 | 1659 | 1660 | 1660.0 | 20.48 | 20.48 | 20.55 | 20.55 | −0.35 | 14 | 1353 | 1534 | 1512 | 1501 | 1502.0 | 13.38 | 11.75 | 10.94 | 11.01 | 6.92 | 15 | 896 | 968 | 972 | 974 | 981.2 | 8.04 | 8.48 | 8.71 | 9.51 | −8.33 | 16 | 939 | 1041 | 1026 | 1016 | 1016.0 | 10.86 | 9.27 | 8.20 | 8.20 | 11.49 | 17 | 1330 | 1489 | 1533 | 1487 | 1496.0 | 11.95 | 15.26 | 11.80 | 12.48 | 1.26 | 18 | 1282 | 1417 | 1438 | 1416 | 1418.6 | 10.53 | 12.17 | 10.45 | 10.66 | 0.74 | 19 | 1049 | 1232 | 1230 | 1229 | 1229.0 | 17.45 | 17.25 | 17.16 | 17.16 | 0.55 | 20 | 1369 | 1502 | 1494 | 1486 | 1486.4 | 9.72 | 9.13 | 8.55 | 8.58 | 6.40 | Sum | 23781 | 26568 | 26533 | 26091 | 26144 | 234.05 | 229.98 | 196.24 | 200.51 | 195.22 | Avg. | 1189.05 | 1328.4 | 1326.7 | 1304.6 | 1307.2 | 11.70 | 11.50 | 9.81 | 10.03 | 9.76 |
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