Research Article
Solving the Traveling Salesman Problem: A Modified Metaheuristic Algorithm
Table 2
The results of the proposed algorithm for the TSP instances.
| ā | Instance | n | WS (PSO) | AS (PSO) | BS (PSO) | WS (MPSO) | AS (MPSO) | BS (MPSO) | BKS | Cost | Gap | Cost | Gap | Cost | Gap | Cost | Gap | Cost | Gap | Cost | Gap |
| 1 | Burma14 | 14 | 3323 | 0.00 | 3323 | 0.00 | 3323 | 0.00 | 3323 | 0.00 | 3323 | 0.00 | 3323 | 0.00 | 3323 | 2 | Gr17 | 17 | 2085 | 0.00 | 2085 | 0.00 | 2085 | 0.00 | 2085 | 0.00 | 2085 | 0.00 | 2085 | 0.00 | 2085 | 3 | Gr21 | 21 | 2707 | 0.00 | 2707 | 0.00 | 2707 | 0.00 | 2707 | 0.00 | 2707 | 0.00 | 2707 | 0.00 | 2707 | 4 | Gr24 | 24 | 1272 | 0.00 | 1272 | 0.00 | 1272 | 0.00 | 1272 | 0.00 | 1272 | 0.00 | 1272 | 0.00 | 1272 | 5 | Fri26 | 26 | 937 | 0.00 | 937 | 0.00 | 937 | 0.00 | 937 | 0.00 | 937 | 0.00 | 937 | 0.00 | 937 | 6 | Bayg29 | 29 | 1610 | 0.00 | 1610 | 0.00 | 1610 | 0.00 | 1610 | 0.00 | 1610 | 0.00 | 1610 | 0.00 | 1610 | 7 | Bays29 | 29 | 2020 | 0.00 | 2020 | 0.00 | 2020 | 0.00 | 2020 | 0.00 | 2020 | 0.00 | 2020 | 0.00 | 2020 | 8 | Arr48 | 48 | 10983 | 3.34 | 10699 | 0.67 | 10628 | 0.00 | 10628 | 0.00 | 10628 | 0.00 | 10628 | 0.00 | 10628 | 9 | Eil51 | 51 | 454 | 6.57 | 429 | 0.70 | 426 | 0.00 | 426 | 0.00 | 426 | 0.00 | 426 | 0.00 | 426 | 10 | Pr76 | 76 | 113545 | 4.98 | 115003 | 6.33 | 109870 | 1.58 | 108159 | 0.00 | 108159 | 0.00 | 108159 | 0.00 | 108159 | 11 | Rat99 | 99 | 1397 | 15.36 | 1373 | 13.38 | 1294 | 6.85 | 1211 | 0.00 | 1211 | 0.00 | 1211 | 0.00 | 1211 | 12 | KroA100 | 100 | 23342 | 9.68 | 21843 | 2.64 | 21282 | 0.00 | 21352 | 0.33 | 21292 | 0.05 | 21282 | 0.00 | 21282 | 13 | KroB100 | 100 | 23424 | 5.79 | 22964 | 3.72 | 22534 | 1.77 | 22141 | 0.00 | 22141 | 0.00 | 22141 | 0.00 | 22141 | 14 | Rd100 | 100 | 8601 | 8.74 | 8285 | 4.74 | 8047 | 1.73 | 8135 | 2.84 | 8054 | 1.82 | 7910 | 0.00 | 7910 | 15 | Eil101 | 101 | 699 | 11.13 | 657 | 4.45 | 643 | 2.23 | 629 | 0.00 | 629 | 0.00 | 629 | 0.00 | 629 | 16 | Lin105 | 105 | 15897 | 10.56 | 15142 | 5.31 | 14910 | 3.69 | 14379 | 0.00 | 14379 | 0.00 | 14379 | 0.00 | 14379 | 17 | Pr107 | 107 | 48933 | 10.45 | 46761 | 5.55 | 45602 | 2.93 | 44303 | 0.00 | 44303 | 0.00 | 44303 | 0.00 | 44303 | 18 | Pr124 | 124 | 65911 | 11.66 | 63660 | 7.84 | 61801 | 4.69 | 59555 | 0.89 | 59113 | 0.14 | 59030 | 0.00 | 59030 | 19 | Bier127 | 127 | 130110 | 10.00 | 129379 | 9.38 | 127830 | 8.07 | 118282 | 0.00 | 118282 | 0.00 | 118282 | 0.00 | 118282 | 20 | Ch130 | 130 | 6779 | 10.95 | 6454 | 5.63 | 6299 | 3.09 | 6255 | 2.37 | 6176 | 1.08 | 6110 | 0.00 | 6110 | 21 | Pr136 | 136 | 105839 | 9.37 | 102183 | 5.59 | 99575 | 2.90 | 97972 | 1.24 | 97543 | 0.80 | 96772 | 0.00 | 96772 | 22 | Pr144 | 144 | 64869 | 10.82 | 62129 | 6.14 | 60293 | 3.00 | 58972 | 0.74 | 58612 | 0.13 | 58537 | 0.00 | 58537 | 23 | Ch150 | 150 | 7325 | 12.21 | 6974 | 6.83 | 6724 | 3.00 | 6659 | 2.01 | 6579 | 0.78 | 6528 | 0.00 | 6528 | 24 | KroA150 | 150 | 29488 | 11.17 | 28328 | 6.80 | 27720 | 4.51 | 26952 | 1.61 | 26711 | 0.71 | 26524 | 0.00 | 26524 | 25 | Pr152 | 152 | 81378 | 10.44 | 77350 | 4.98 | 75492 | 2.46 | 74162 | 0.65 | 73915 | 0.32 | 73682 | 0.00 | 73682 | 26 | Rat195 | 195 | 2686 | 15.63 | 2498 | 7.53 | 2383 | 2.58 | 2401 | 3.36 | 2351 | 1.21 | 2323 | 0.00 | 2323 | 27 | D198 | 198 | 17828 | 12.98 | 16849 | 6.77 | 16653 | 5.53 | 16222 | 2.80 | 16024 | 1.55 | 15780 | 0.00 | 15780 | 28 | KroA200 | 200 | 32799 | 11.68 | 31295 | 6.56 | 30249 | 3.00 | 31052 | 5.73 | 29818 | 1.53 | 29533 | 0.56 | 29368 | 29 | Ts225 | 225 | 138929 | 9.70 | 133210 | 5.19 | 129442 | 2.21 | 129157 | 1.99 | 128385 | 1.38 | 126643 | 0.00 | 126643 | 30 | Pr226 | 226 | 89207 | 11.00 | 85649 | 6.57 | 82761 | 2.98 | 81279 | 1.13 | 80990 | 0.77 | 80545 | 0.22 | 80369 | 31 | Pr264 | 264 | 56140 | 14.26 | 53289 | 8.45 | 50205 | 2.18 | 50945 | 3.68 | 50178 | 2.12 | 49325 | 0.39 | 49135 | 32 | A280 | 280 | 2883 | 11.79 | 2814 | 9.11 | 2658 | 3.06 | 2795 | 8.38 | 2632 | 2.06 | 2598 | 0.74 | 2579 | 33 | Pr299 | 299 | 53016 | 10.01 | 51404 | 6.67 | 49582 | 2.89 | 49105 | 1.90 | 48589 | 0.83 | 48332 | 0.29 | 48191 | 34 | Lin318 | 318 | 50215 | 19.48 | 47172 | 12.24 | 45311 | 7.81 | 45812 | 9.00 | 45391 | 8.00 | 43710 | 4.00 | 42029 | 35 | Linhp318 | 318 | 49201 | 19.00 | 46356 | 12.12 | 44653 | 8.00 | 45066 | 9.00 | 44653 | 8.00 | 41345 | 0.00 | 41345 | 36 | Rd400 | 400 | 18084 | 18.34 | 17215 | 12.66 | 16503 | 8.00 | 16656 | 9.00 | 16503 | 8.00 | 15892 | 4.00 | 15281 | 37 | Pr439 | 439 | 127588 | 19.00 | 120083 | 12.00 | 115794 | 8.00 | 116967 | 9.09 | 115994 | 8.19 | 111875 | 4.34 | 107217 | 38 | Si535 | 535 | 57256 | 18.18 | 55264 | 14.06 | 52326 | 8.00 | 52811 | 9.00 | 52326 | 8.00 | 50388 | 4.00 | 48450 | 39 | U574 | 574 | 43917 | 19.00 | 41134 | 11.46 | 39857 | 8.00 | 40296 | 9.19 | 39757 | 7.73 | 36905 | 0.00 | 36905 | 40 | Rat575 | 575 | 8060 | 19.00 | 7586 | 12.00 | 7215 | 6.53 | 7383 | 9.01 | 7355 | 8.59 | 7014 | 3.56 | 6773 |
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