Research Article
A Hybrid GRASP+VND Heuristic for the Two-Echelon Vehicle Routing Problem Arising in City Logistics
Table 3
Computational results comparison for Set 4 for the 2E-VRP.
| Number | Instance name | | BKS [7] | ALNS | GRASP+VND | Best | % dev. | Average | % dev. | Time (s) | Best | % dev. | Average | % dev. | Time (s) |
| 1 | Instance50-s2-01 | 2 | 1569.42 | 1569.42 | 0.00 | 1569.42 | 0.00 | 6 | 1569.42 | 0.00 | 1569.42 | 0.00 | 2 | 2 | Instance50-s2-02 | 2 | 1438.33 | 1438.33 | 0.00 | 1441.02 | 0.19 | 43 | 1438.33 | 0.00 | 1438.33 | 0.00 | 53 | 3 | Instance50-s2-03 | 2 | 1570.43 | 1570.43 | 0.00 | 1570.43 | 0.00 | 3 | 1570.43 | 0.00 | 1570.43 | 0.00 | 2 | 4 | Instance50-s2-04 | 2 | 1424.04 | 1424.04 | 0.00 | 1424.04 | 0.00 | 11 | 1424.04 | 0.00 | 1429.04 | 0.35 | 98 | 5 | Instance50-s2-05 | 2 | 2193.52 | 2194.11 | 0.03 | 2194.11 | 0.03 | 63 | 2193.52 | 0.00 | 2193.95 | 0.02 | 46 | 6 | Instance50-s2-06 | 2 | 1279.87 | 1279.87 | 0.00 | 1279.87 | 0.00 | 2 | 1279.87 | 0.00 | 1279.87 | 0.00 | 1 | 7 | Instance50-s2-07 | 2 | 1408.57 | 1458.63 | 3.55 | 1458.63 | 3.55 | 6 | 1408.57 | 0.00 | 1408.57 | 0.00 | 22 | 8 | Instance50-s2-08 | 2 | 1360.32 | 1360.32 | 0.00 | 1360.32 | 0.00 | 5 | 1360.32 | 0.00 | 1360.32 | 0.00 | 5 | 9 | Instance50-s2-09 | 2 | 1403.53 | 1450.27 | 3.33 | 1450.27 | 3.33 | 46 | 1403.53 | 0.00 | 1403.53 | 0.00 | 6 | 10 | Instance50-s2-10 | 2 | 1360.56 | 1360.56 | 0.00 | 1360.56 | 0.00 | 1 | 1360.56 | 0.00 | 1360.56 | 0.00 | 2 | 11 | Instance50-s2-11 | 2 | 2047.46 | 2059.88 | 0.61 | 2059.88 | 0.61 | 101 | 2059.41 | 0.58 | 2059.41 | 0.58 | 5 | 12 | Instance50-s2-12 | 2 | 1209.42 | 1209.42 | 0.00 | 1209.42 | 0.00 | 44 | 1209.42 | 0.00 | 1209.42 | 0.00 | 8 | 13 | Instance50-s2-13 | 2 | 1450.93 | 1481.83 | 2.13 | 1481.83 | 2.13 | 25 | 1450.93 | 0.00 | 1450.93 | 0.00 | 3 | 14 | Instance50-s2-14 | 2 | 1393.61 | 1393.61 | 0.00 | 1393.61 | 0.00 | 6 | 1393.61 | 0.00 | 1393.61 | 0.00 | 2 | 15 | Instance50-s2-15 | 2 | 1466.83 | 1489.94 | 1.58 | 1489.94 | 1.58 | 9 | 1466.83 | 0.00 | 1466.83 | 0.00 | 1 | 16 | Instance50-s2-16 | 2 | 1387.83 | 1387.83 | 0.00 | 1387.83 | 0.00 | 6 | 1387.83 | 0.00 | 1387.83 | 0.00 | 8 | 17 | Instance50-s2-17 | 2 | 2088.49 | 2088.49 | 0.00 | 2088.49 | 0.00 | 165 | 2088.49 | 0.00 | 2088.49 | 0.00 | 36 | 18 | Instance50-s2-18 | 2 | 1227.61 | 1227.61 | 0.00 | 1227.61 | 0.00 | 3 | 1227.61 | 0.00 | 1227.61 | 0.00 | 2 |
| 19 | Instance50-s3-19 | 3 | 1546.28 | 1546.28 | 0.00 | 1546.28 | 0.00 | 25 | 1546.28 | 0.00 | 1546.28 | 0.00 | 34 | 20 | Instance50-s3-20 | 3 | 1272.97 | 1272.97 | 0.00 | 1272.97 | 0.00 | 12 | 1272.97 | 0.00 | 1272.97 | 0.00 | 76 | 21 | Instance50-s3-21 | 3 | 1577.82 | 1577.82 | 0.00 | 1577.82 | 0.00 | 61 | 1577.82 | 0.00 | 1577.82 | 0.00 | 25 | 22 | Instance50-s3-22 | 3 | 1281.83 | 1281.83 | 0.00 | 1281.83 | 0.00 | 2 | 1281.83 | 0.00 | 1281.83 | 0.00 | 37 | 23 | Instance50-s3-23 | 3 | 1652.98 | 1652.98 | 0.00 | 1652.98 | 0.00 | 5 | 1652.98 | 0.00 | 1652.98 | 0.00 | 4 | 24 | Instance50-s3-24 | 3 | 1282.68 | 1282.68 | 0.00 | 1282.68 | 0.00 | 2 | 1282.68 | 0.00 | 1282.68 | 0.00 | 2 | 25 | Instance50-s3-25 | 3 | 1408.57 | 1440.68 | 2.28 | 1440.84 | 2.29 | 53 | 1408.57 | 0.00 | 1408.57 | 0.00 | 23 | 26 | Instance50-s3-26 | 3 | 1167.46 | 1167.46 | 0.00 | 1167.46 | 0.00 | 0 | 1167.46 | 0.00 | 1167.46 | 0.00 | 9 | 27 | Instance50-s3-27 | 3 | 1444.51 | 1444.51 | 0.00 | 1447.79 | 0.23 | 12 | 1444.51 | 0.00 | 1454.63 | 0.70 | 52 | 28 | Instance50-s3-28 | 3 | 1210.44 | 1210.44 | 0.00 | 1210.44 | 0.00 | 7 | 1210.44 | 0.00 | 1210.44 | 0.00 | 3 | 29 | Instance50-s3-29 | 3 | 1552.66 | 1559.82 | 0.46 | 1561.81 | 0.59 | 102 | 1552.66 | 0.00 | 1555.56 | 0.19 | 40 | 30 | Instance50-s3-30 | 3 | 1211.59 | 1211.59 | 0.00 | 1211.59 | 0.00 | 5 | 1211.59 | 0.00 | 1211.59 | 0.00 | 2 | 31 | Instance50-s3-31 | 3 | 1440.86 | 1440.86 | 0.00 | 1440.86 | 0.00 | 37 | 1440.86 | 0.00 | 1441.07 | 0.01 | 39 | 32 | Instance50-s3-32 | 3 | 1199.00 | 1199.00 | 0.00 | 1199.00 | 0.00 | 11 | 1199.00 | 0.00 | 1199.00 | 0.00 | 13 | 33 | Instance50-s3-33 | 3 | 1478.86 | 1478.86 | 0.00 | 1478.86 | 0.00 | 16 | 1478.86 | 0.00 | 1478.86 | 0.00 | 19 | 34 | Instance50-s3-34 | 3 | 1233.92 | 1233.92 | 0.00 | 1233.92 | 0.00 | 4 | 1233.92 | 0.00 | 1233.92 | 0.00 | 15 | 35 | Instance50-s3-35 | 3 | 1570.72 | 1570.72 | 0.00 | 1570.80 | 0.01 | 116 | 1570.72 | 0.00 | 1570.72 | 0.00 | 6 | 36 | Instance50-s3-36 | 3 | 1228.89 | 1228.89 | 0.00 | 1228.89 | 0.00 | 6 | 1228.89 | 0.00 | 1228.89 | 0.00 | 3 |
| 37 | Instance50-s5-37 | 5 | 1528.73 | 1528.73 | 0.00 | 1528.81 | 0.01 | 55 | 1528.73 | 0.00 | 1528.98 | 0.02 | 58 | 38 | Instance50-s5-38 | 5 | 1163.07 | 1163.07 | 0.00 | 1163.07 | 0.00 | 15 | 1163.07 | 0.00 | 1163.07 | 0.00 | 2 | 39 | Instance50-s5-39 | 5 | 1520.92 | 1520.92 | 0.00 | 1520.92 | 0.00 | 33 | 1520.92 | 0.00 | 1520.92 | 0.00 | 21 | 40 | Instance50-s5-40 | 5 | 1163.04 | 1163.04 | 0.00 | 1165.24 | 0.19 | 20 | 1163.04 | 0.00 | 1163.04 | 0.00 | 9 | 41 | Instance50-s5-41 | 5 | 1652.98 | 1652.98 | 0.00 | 1652.98 | 0.00 | 12 | 1652.98 | 0.00 | 1652.98 | 0.00 | 12 | 42 | Instance50-s5-42 | 5 | 1190.17 | 1190.17 | 0.00 | 1190.17 | 0.00 | 31 | 1190.17 | 0.00 | 1190.17 | 0.00 | 95 | 43 | Instance50-s5-43 | 5 | 1406.11 | 1406.11 | 0.00 | 1408.95 | 0.20 | 60 | 1406.11 | 0.00 | 1406.11 | 0.00 | 32 | 44 | Instance50-s5-44 | 5 | 1035.03 | 1035.03 | 0.00 | 1035.32 | 0.03 | 30 | 1035.03 | 0.00 | 1035.03 | 0.00 | 9 | 45 | Instance50-s5-45 | 5 | 1401.87 | 1403.10 | 0.09 | 1406.43 | 0.33 | 104 | 1402.03 | 0.01 | 1402.03 | 0.01 | 36 | 46 | Instance50-s5-46 | 5 | 1058.11 | 1058.11 | 0.00 | 1058.97 | 0.08 | 17 | 1058.11 | 0.00 | 1058.11 | 0.00 | 9 | 47 | Instance50-s5-47 | 5 | 1552.66 | 1559.82 | 0.46 | 1564.41 | 0.76 | 103 | 1552.66 | 0.00 | 1557.04 | 0.28 | 33 | 48 | Instance50-s5-48 | 5 | 1074.50 | 1074.50 | 0.00 | 1074.50 | 0.00 | 2 | 1074.50 | 0.00 | 1074.50 | 0.00 | 1 | 49 | Instance50-s5-49 | 5 | 1434.88 | 1434.88 | 0.00 | 1435.28 | 0.03 | 81 | 1434.88 | 0.00 | 1434.88 | 0.00 | 51 | 50 | Instance50-s5-50 | 5 | 1065.25 | 1065.25 | 0.00 | 1065.25 | 0.00 | 16 | 1065.25 | 0.00 | 1065.25 | 0.00 | 3 | 51 | Instance50-s5-51 | 5 | 1387.51 | 1387.51 | 0.00 | 1387.72 | 0.02 | 46 | 1387.51 | 0.00 | 1387.51 | 0.00 | 4 | 52 | Instance50-s5-52 | 5 | 1103.42 | 1103.42 | 0.00 | 1103.76 | 0.03 | 47 | 1103.42 | 0.00 | 1103.42 | 0.00 | 30 | 53 | Instance50-s5-53 | 5 | 1545.73 | 1545.73 | 0.00 | 1545.73 | 0.00 | 37 | 1545.73 | 0.00 | 1545.73 | 0.00 | 6 | 54 | Instance50-s5-54 | 5 | 1113.62 | 1113.62 | 0.00 | 1113.62 | 0.00 | 2 | 1113.62 | 0.00 | 1113.62 | 0.00 | 16 |
| Average | ā | ā | 1397.04 | 1400.96 | 0.28 | 1401.39 | 0.31 | 32 | 1397.27 | 0.02 | 1397.70 | 0.05 | 21 |
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