Research Article
A P-Based Hybrid Evolutionary Algorithm for Vehicle Routing Problem with Time Windows
Table 2
Comparison of PHEA with the best published results.
| Problems | Best results |
PHEA | GIDEON [29] | GenSAT [42] | RE (%) | NV | TD | NV | TD | NV | TD | NV | TD |
| R101 | 18 | 1644 | 19 | 1650.80 | 20 | 1700 | 18 | 1644 | 0.4 | R102 | 17 | 1434.00 | 17 | 1486.12 | 17 | 1549 | 17 | 1493 | 3.6 | R103 | 13 | 1207.00 | 13 | 1207.00 | 13 | 1319 | 13 | 1207 | 0 | R104 | 10 | 982.01 | 10 | 982.01 | 10 | 1090 | 10 | 1048 | 0 | R105 | 14 | 1377.11 | 14 | 1377.11 | 15 | 1448 | 14 | 1442 | 0 | R106 | 12 | 1251.98 | 12 | 1251.98 | 13 | 1363 | 12 | 1350 | 0 | R107 | 10 | 1104.66 | 11 | 1091.75 | 11 | 1187 | 11 | 1146 | −1.2 | R108 | 9 | 960.88 | 9 | 973.96 | 10 | 1048 | 10 | 898 | 1.4 | R109 | 11 | 1194.73 | 11 | 1183.04 | 12 | 1345 | 12 | 1226 | −1.0 | R110 | 11 | 1080.36 | 11 | 1080.36 | 11 | 1234 | 11 | 1105 | 0 | R111 | 10 | 1096.72 | 10 | 1096.72 | 11 | 1238 | 10 | 1151 | 0 | R112 | 9 | 982.14 | 10 | 953.63 | 10 | 1082 | 10 | 992 | −2.9 | C101 | 10 | 827.30 | 11 | 891.63 | 10 | 833 | 10 | 829 | 7.8 | C102 | 10 | 827.30 | 10 | 995.53 | 10 | 832 | 10 | 829 | 20.3 | C103 | 10 | 828.06 | 9 | 987.04 | 10 | 873 | 10 | 835 | 19.6 | C104 | 10 | 824.78 | 9 | 970.57 | 10 | 904 | 10 | 835 | 17.7 | C105 | 10 | 828.94 | 10 | 905.52 | 10 | 874 | 10 | 829 | 9.6 | C106 | 10 | 827.30 | 10 | 908.87 | 10 | 902 | 10 | 829 | 9.9 | C107 | 10 | 827.30 | 10 | 968.06 | 10 | 926 | 10 | 829 | 17.0 | C108 | 10 | 827.30 | 10 | 840.56 | 10 | 928 | 10 | 829 | 1.4 | C109 | 10 | 828.94 | 10 | 828.94 | 10 | 957 | 10 | 829 | 0 | RC101 | 14 | 1696.94 | 15 | 1650.29 | 15 | 1767 | 14 | 1669 | −2.7 | RC102 | 12 | 1554.75 | 12 | 1554.75 | 14 | 1569 | 13 | 1557 | 0 | RC103 | 11 | 1110 | 11 | 1261.67 | 11 | 1328 | 11 | 1110 | 13.7 | RC104 | 10 | 1135.48 | 10 | 1135.48 | 11 | 1263 | 10 | 1226 | 0 | RC105 | 13 | 1629.44 | 14 | 1602.34 | 14 | 1612 | 14 | 1602 | −1.7 | RC106 | 11 | 1424.73 | 12 | 1384.92 | 12 | 1608 | 13 | 1420 | −2.8 | RC107 | 11 | 1230.48 | 11 | 1230.48 | 12 | 1396 | 11 | 1264 | 0 | RC108 | 10 | 1139.82 | 10 | 1139.82 | 11 | 1250 | 10 | 1281 | 0 | R201 | 4 | 1252.37 | 4 | 1255.76 | 4 | 1478 | 4 | 1354 | 0.3 | R202 | 3 | 1191.70 | 4 | 1169.02 | 4 | 1279 | 4 | 1176 | −1.9 | R203 | 3 | 939.5 | 3 | 939.5 | 3 | 1167 | 3 | 1126 | 0 | R204 | 2 | 825.52 | 3 | 858.49 | 3 | 909 | 3 | 803 | 4.0 | R205 | 3 | 994.42 | 3 | 994.42 | 3 | 1274 | 3 | 1128 | 0 | R206 | 3 | 838 | 3 | 906.14 | 3 | 1098 | 3 | 838 | 8.1 | R207 | 2 | 890.61 | 2 | 890.61 | 3 | 1015 | 3 | 904 | 0 | R208 | 2 | 726.82 | 2 | 726.82 | 3 | 826 | 2 | 823 | 0 | R209 | 3 | 909.16 | 3 | 909.16 | 3 | 1159 | 2 | 855 | 0 | R210 | 3 | 939.37 | 3 | 939.37 | 3 | 1269 | 3 | 1052 | 0 | R211 | 2 | 885.71 | 2 | 923.80 | 3 | 898 | 3 | 816 | 4.3 | C201 | 3 | 591.56 | 3 | 591.56 | 3 | 753 | 3 | 591 | 0 | C202 | 3 | 591.56 | 3 | 591.56 | 3 | 756 | 3 | 707 | 0 | C203 | 3 | 591.17 | 3 | 591.17 | 3 | 855 | 3 | 791 | 0 | C204 | 3 | 590.60 | 3 | 590.60 | 3 | 803 | 3 | 685 | 0 | C205 | 3 | 588.88 | 3 | 588.88 | 3 | 667 | 3 | 589 | 0 | C206 | 3 | 588.49 | 3 | 588.49 | 3 | 694 | 3 | 588 | 0 | C207 | 3 | 588.29 | 3 | 588.29 | 3 | 730 | 3 | 588 | 0 | C208 | 3 | 588.32 | 3 | 588.32 | 3 | 735 | 3 | 588 | 0 | RC201 | 4 | 1294 | 4 | 1392.38 | 4 | 1823 | 4 | 1294 | 7.6 | RC202 | 3 | 1365.65 | 4 | 1365.65 | 4 | 1459 | 4 | 1291 | 0 | RC203 | 3 | 1049.62 | 3 | 1206.54 | 3 | 1323 | 3 | 1203 | 15.0 | RC204 | 3 | 798.46 | 3 | 798.46 | 3 | 1021 | 3 | 897 | 0 | RC205 | 4 | 1297.65 | 4 | 1297.65 | 4 | 1594 | 4 | 1389 | 0 | RC206 | 3 | 1146.32 | 3 | 1146.32 | 3 | 1530 | 3 | 1213 | 0 | RC207 | 3 | 1061.14 | 3 | 1061.14 | 3 | 1501 | 3 | 1181 | 0 | RC208 | 3 | 828.14 | 3 | 848.10 | 3 | 1038 | 3 | 919 | 2.4 |
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