Research Article
Solving the Traveling Salesman’s Problem Using the African Buffalo Optimization
Table 3
Comparative experimental result.
| Problem | Number of cities | Optima | Method | Best | Mean | Rel. err. (%) | Time (s) |
| Berlin52 | | | ABO | 7542 | 7616 | 0% | 0.002 | | | ACO | 7548.99 | 7659.31 | 1.52 | 116.67 | 52 | 7542 | ABC | 9479.11 | 10,390.26 | 37.72 | 2.17 | | | HA | 7544.37 | 7544.37 | 0.03 | 60.64 |
| St70 | | | ABO | 676 | 678.33 | 0.15 | 0.08 | | | ACO | 696.05 | 709.16 | 4.73 | 226.06 | 70 | 675 | ABC | 1162.12 | 1230.49 | 81.73 | 3.15 | | | HA | 687.24 | 700.58 | 3.47 | 115.65 |
| Eil76 | | | ABO | 538 | 563.04 | 0% | 0.03 | 76 | 538 | ACO | 554.46 | 561.98 | 3.04 | 271.98 | | | ABC | 877.28 | 931.44 | 70.78 | 3.49 | | | HA | 551.07 | 557.98 | 2.31 | 138.82 |
| Pr76 | | 108159 | ABO | 108167 | 108,396 | 0.007% | 0.08 | 76 | | ACO | 115,166.66 | 116,321.22 | 7.55 | 272.41 | | | ABC | 195,198.9 | 205,119.61 | 89.65 | 3.50 | | | HA | 113,798.56 | 115,072.29 | 6.39 | 138.92 |
| Kroa100 | | 21282 | ABO | 21311 | 22163.8 | 0.4% | 0.00 | 100 | | ACO | 22,455.89 | 22,880.12 | 7.49 | 615.06 | | | ABC | 49,519.51 | 53,840.03 | 152.94 | 5.17 | | | HA | 22,122.75 | 22,435.31 | 5.40 | 311.12 |
| Eil101 | | 629 | ABO | 640 | 640 | 1.7% | 0.027 | 101 | | ACO | 678.04 | 693.42 | 7.96 | 527.42 | | | ABC | 1237.31 | 1315.95 | 104.88 | 5.17 | | | HA | 672.71 | 683.39 | 6.39 | 267.08 |
| Ch150 | | 6528 | ABO | 6532 | 6601 | 0.06% | 0.032 | 150 | | ACO | 6648.51 | 6702.87 | 2.61 | 1387.65 | | | ABC | 20,908.89 | 21,617.48 | 230.93 | 8.95 | | | HA | 6641.69 | 6677.12 | 2.21 | 698.61 |
| Tsp225 | | 3916 | ABO | 3917 | 3982 | 0.03 | 0.09 | 225 | | ACO | 4112.35 | 4176.08 | 8.22 | 4038.75 | | | ABC | 16,998.41 | 17,955.12 | 365.2792 | 16.68 | | | HA | 4090.54 | 4157.85 | 7.74 | 2037.33 |
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