Table 12.
Performance of the heuristic algorithms for large instances of the TCMCRP
Instance | Obj. CPLEX | Avg. Obj. (ILS) | Avg. Obj. (VNS) | Avg. Obj. (TS) | Avg. time (TS) | Instance | Obj. CPLEX | Avg. Obj. (ILS) | Avg. Obj. (VNS) | Avg. Obj. (TS) | Avg. time (TS) |
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 40 | 40 | 40 | 40 | 51.69 | 42 | – | 65 | 65 | 65 | 108.47 |
2 | 37 | 37 | 37 | 37 | 59.82 | 43 | – | 58 | 58 | 58 | 79.15 |
3 | – | 37 | 37 | 37 | 62.11 | 44 | – | 61.5 | 62 | 62 | 81.19 |
4 | 41 | 41 | 41 | 41 | 55.04 | 45 | – | 63 | 63 | 63 | 98.35 |
5 | 40 | 40 | 40.6 | 42 | 58.21 | 46 | 75 | 75 | 75 | 75 | 45.77 |
6 | – | 39 | 39 | 39 | 56.61 | 47 | 72 | 72 | 72 | 72 | 64.68 |
7 | – | 40 | 40 | 40 | 59.54 | 48 | 58 | 71 | 71 | 75 | 67.84 |
8 | – | 39 | 39 | 39 | 56.30 | 49 | 73 | 73 | 73 | 73 | 59.97 |
9 | – | 39 | 39 | 39 | 57.91 | 50 | 73 | 73 | 73 | 73 | 65.24 |
10 | 36 | 36 | 36 | 36 | 41.86 | 51 | – | 71 | 71 | 71 | 66.42 |
11 | 41 | 41 | 41 | 41 | 43.83 | 52 | 75 | 75 | 75 | 75 | 56.92 |
12 | 33 | 36 | 37 | 37 | 46.99 | 53 | – | 72 | 72 | 72 | 65.39 |
13 | 39 | 39 | 39 | 39 | 44.38 | 54 | – | 67 | 67 | 67 | 64.76 |
14 | 43 | 43 | 43 | 43 | 46.87 | 55 | – | 27 | 27 | 27 | 134.17 |
15 | – | 44 | 44 | 44 | 51.37 | 56 | – | 29 | 29 | 29 | 123.58 |
16 | 40 | 40 | 40 | 40 | 38.80 | 57 | – | 28 | 28 | 28 | 148.83 |
17 | – | 40 | 40 | 40 | 44.35 | 58 | – | 30 | 30 | 30 | 235.21 |
18 | – | 38 | 38 | 38 | 41.83 | 59 | – | 31 | 31 | 31 | 149.97 |
19 | 43 | 43 | 43 | 43 | 32.93 | 60 | – | 28.5 | 30 | 30 | 168.48 |
20 | 38 | 43 | 43 | 43 | 25.76 | 61 | – | 30 | 30 | 30 | 151.52 |
21 | 43 | 36 | 36 | 36 | 33.36 | 62 | – | 30 | 30 | 30 | 172.51 |
22 | 41 | 40 | 39 | 41 | 29.23 | 63 | – | 30 | 30 | 30 | 143.45 |
23 | 37 | 39 | 39 | 37.8 | 27.91 | 64 | 27 | 27 | 27 | 27 | 113.68 |
24 | 37 | 40 | 37 | 40 | 38.62 | 65 | – | 27 | 27 | 27 | 111.39 |
25 | 41 | 43 | 43 | 41.8 | 31.07 | 66 | – | 30 | 30 | 30 | 137.35 |
26 | 40 | 39 | 39 | 40 | 31.56 | 67 | – | 28 | 28 | 28 | 116.41 |
27 | – | 40 | 39 | 41 | 25.39 | 68 | – | 29 | 29 | 29 | 104.40 |
28 | 58 | 58 | 58 | 58 | 119.81 | 69 | – | 27 | 25.5 | 27 | 100.56 |
29 | 54 | 54 | 54 | 54 | 121.73 | 70 | – | 26 | 26 | 26 | 118.94 |
30 | – | 58 | 58 | 58 | 149.92 | 71 | – | 30 | 30 | 30 | 96.77 |
31 | 58 | 58 | 57 | 58 | 100.45 | 72 | – | 29 | 29 | 29 | 143.71 |
32 | – | 58 | 58 | 58 | 115.17 | 73 | 27 | 27 | 27 | 27 | 76.56 |
33 | – | 56. 8 | 56.6 | 57 | 114.68 | 74 | 26 | 26 | 26 | 26 | 58.93 |
34 | – | 57 | 57 | 57 | 123.46 | 75 | – | 30 | 30 | 30 | 62.97 |
35 | – | 58 | 58 | 59 | 122.05 | 76 | 30 | 30 | 30 | 30 | 76.56 |
36 | – | 58.6 | 58.8 | 60 | 114.36 | 77 | – | 27 | 27 | 27 | 55.06 |
37 | 62 | 63 | 63 | 63 | 84.07 | 78 | – | 28 | 28 | 28 | 60.30 |
38 | 64 | 64 | 64 | 64 | 103.12 | 79 | 19 | 21.5 | 22 | 26 | 84.69 |
39 | – | 65 | 65 | 65 | 88.53 | 80 | – | 29 | 29 | 29 | 58.97 |
40 | 63 | 63 | 63 | 63 | 80.20 | 81 | – | 28 | 28 | 28 | 66.77 |
41 | – | 61 | 61 | 61 | 103.00 |
Instance | Obj. CPLEX | Avg. Obj. (ILS) | Avg. Obj. (VNS) | Avg. Obj. (TS) | Avg. time (TS) | Instance | Obj. CPLEX | Avg. Obj.(ILS) | Avg. Obj. (VNS) | Avg. Obj. (TS) | Avg. time (TS) |
---|---|---|---|---|---|---|---|---|---|---|---|
82 | – | 82 | 82 | 83 | 268.10 | 109 | – | 204 | 205 | 205 | 612.85 |
83 | – | 84 | 84 | 84 | 348.76 | 110 | – | 200 | 200 | 200 | 628.25 |
84 | – | 83 | 83 | 83 | 425.76 | 111 | – | 212.5 | 211 | 214 | 650.92 |
85 | – | 82 | 82 | 82 | 292.54 | 112 | – | 195 | 195 | 195 | 556.26 |
86 | – | 83 | 81 | 83 | 356.49 | 113 | – | 207 | 207 | 207 | 588.06 |
87 | – | 80 | 80 | 80 | 435.97 | 114 | – | 204 | 204 | 204 | 655.70 |
88 | – | 78 | 78 | 78 | 285.89 | 115 | – | 206 | 206 | 208 | 498.43 |
89 | – | 82 | 82 | 82 | 313.02 | 116 | – | 206 | 206 | 206 | 652.08 |
90 | – | 81 | 81 | 81 | 416.23 | 117 | – | 212.5 | 212.5 | 216 | 647.54 |
91 | 76 | 76 | 76 | 76 | 208.18 | 118 | – | 187 | 187 | 187 | 430.56 |
92 | – | 76 | 76 | 76 | 239.70 | 119 | – | 181.4 | 181.5 | 183 | 412.39 |
93 | – | 78 | 78 | 78 | 341.14 | 120 | – | 175 | 175 | 175 | 434.29 |
94 | – | 77 | 77 | 77 | 207.87 | 121 | – | 182.6 | 183.4 | 184 | 381.11 |
95 | – | 78 | 77 | 78 | 246.38 | 122 | – | 176 | 176 | 176 | 427.44 |
96 | – | 77 | 77 | 77 | 319.33 | 123 | – | 183 | 181.5 | 183 | 423.03 |
97 | – | 76 | 76 | 76 | 207.59 | 124 | – | 177 | 176.6 | 177 | 361.37 |
98 | – | 73 | 73 | 73 | 253.26 | 125 | – | 182 | 182 | 182 | 432.76 |
99 | – | 81 | 81 | 81 | 263.51 | 126 | – | 174 | 174 | 174 | 437.62 |
100 | 63 | 63 | 63 | 63 | 152.86 | 127 | – | 176 | 175 | 176 | 205.59 |
101 | – | 67 | 67 | 67 | 156.37 | 128 | – | 187 | 187 | 187 | 262.79 |
102 | – | 68 | 68 | 68 | 140.16 | 129 | – | 183 | 187 | 187 | 282.10 |
103 | 65 | 65 | 65 | 65 | 151.75 | 130 | – | 179 | 179 | 179 | 252.82 |
104 | – | 67 | 67 | 67 | 202.37 | 131 | – | 179 | 179 | 179 | 263.21 |
105 | – | 68 | 68 | 68 | 194.93 | 132 | – | 180 | 181 | 184 | 284.48 |
106 | – | 68 | 68 | 68 | 120.83 | 133 | – | 180 | 180 | 180 | 255.53 |
107 | – | 66 | 66 | 66 | 162.23 | 134 | – | 183 | 183 | 183 | 267.43 |
108 | – | 67 | 67 | 67 | 182.30 | 135 | – | 171.5 | 172 | 176 | 283.86 |
Bold values show best results