Research Article

Distribution-Free Model for Ambulance Location Problem with Ambiguous Demand

Table 5

Computational results on instances with data generated from Poisson distribution.

Sampling approachMIP-DF1MIP-DF2Sampling approachMIP-DF1MIP-DF2Sampling approachMIP-DF1MIP-DF2
CTObjSel (%)Sel (%)Sel (%)CTObjSel (%)Sel (%)Sel (%)CTObjSel (%)Sel (%)Sel (%)

1 (2,6) 2.7 90 72.94 99.67 90.01 2.7 98 77.70 99.79 90.13 2.4 103 92.73 99.99 94.68
2 (4,12) 4.6 170 79.61 99.21 91.17 5.1 183 83.05 99.46 91.28 4.9 201 93.92 99.98 95.46
3 (6,18) 6.8 258 75.78 99.38 89.11 7.4 280 80.28 99.68 90.04 6.9 307 91.82 99.99 96.58
4 (8,24) 9.3 315 80.01 99.28 91.96 10.2 338 84.38 99.67 91.72 9.2 368 94.68 99.99 96.13
5 (10,30) 12.0 413 80.41 99.39 94.49 13.3 443 84.47 99.76 92.72 12.1 479 95.44 99.99 97.52
6 (12,36) 15.5 476 80.84 98.77 95.54 16.7 508 88.63 99.91 95.69 15.9 536 94.56 99.99 97.34
7 (14,42) 19.5 573 78.76 98.92 96.63 21.3 609 91.24 99.98 97.29 20.5 643 93.14 100.00 97.68
8 (16,48) 23.2 687 79.64 99.97 97.88 26.7 724 85.23 99.88 96.87 23.8 772 94.22 99.98 96.89
9 (18,54) 29.3 692 82.67 98.93 98.09 32.7 730 83.86 99.99 97.50 29.8 757 92.28 99.99 97.55
10 (20,60) 35.6 796 79.46 98.99 98.01 39.9 840 82.99 99.76 96.86 36.0 885 96.68 99.99 97.05
11 (22,66) 42.3 829 82.01 98.95 97.56 48.9 877 83.78 99.87 97.88 44.8 927 94.76 99.99 98.12
12 (24,72) 51.2 1023 83.38 99.13 98.53 55.4 1085 85.01 99.99 98.81 51.4 1148 93.98 99.99 98.88
13 (26,78) 59.2 1045 84.16 99.07 98.73 68.7 1088 79.98 99.96 98.02 60.7 1152 95.04 99.99 98.21
14 (28,84) 72.3 1099 79.46 99.15 97.88 83.8 1166 80.56 99.92 98.29 77.6 1230 95.46 99.99 98.39
15 (30,90) 85.5 1089 79.15 99.64 97.03 94.2 1156 84.32 99.84 97.78 90.3 1225 92.23 99.98 97.85
16 (32,96) 100.9 1158 80.24 98.97 97.69 116.3 1231 85.00 99.96 98.24 104.5 1222 91.99 99.99 98.35
17 (34,102) 116.5 1299 80.34 99.19 97.79 128.5 1375 84.95 99.37 98.08 119.0 1457 92.58 100.00 98.46
18 (36,108) 125.4 1411 81.76 99.43 98.85 147.9 1492 85.61 99.68 98.68 134.5 1579 92.86 99.99 98.75
19 (38,114) 150.4 1506 79.70 99.23 98.42 165.1 1594 81.67 99.72 98.46 156.4 1694 93.76 99.99 97.86
20 (40,120) 170.6 1635 78.19 99.16 97.83 185.4 1734 86.07 99.68 97.76 177.8 1825 92.85 99.04 97.18
21 (42,126) 205.4 1622 83.54 99.18 98.34 235.7 1720 82.97 99.78 98.33 222.6 1856 95.01 99.99 98.34
22 (44,132) 240.0 1736 84.94 99.22 98.46 285.2 1844 82.69 99.99 98.16 268.0 1946 94.86 99.99 98.20
23 (46,138) 265.1 1934 81.41 99.53 97.93 315.9 2049 84.92 99.69 97.99 307.2 2172 93.58 100.00 98.13
24 (48,144) 300.4 1961 82.26 99.47 96.81 352.2 2086 85.13 99.98 97.06 310.2 2209 94.88 99.99 97.24
25 (50,150) 330.8 1924 81.11 99.65 97.46 389.8 2038 82.64 99.99 97.88 363.9 2161 95.46 99.99 98.13
26 (52,156) 366.9 1911 80.96 99.39 98.55 430.5 2027 87.22 99.67 98.74 445.3 2142 91.85 99.99 98.76
27 (54,162) 441.8 2095 83.87 99.27 97.54 477.1 2219 83.41 99.89 97.49 480.6 2353 92.89 99.99 97.55
28 (56,168) 536.7 2113 84.58 99.68 98.48 535.6 2237 84.52 99.78 98.55 522.1 2369 92.28 100.00 98.68
29 (58,174) 621.7 2186 79.98 99.89 96.94 594.2 2315 83.16 99.96 96.99 585.3 2371 91.67 99.99 97.05
30 (60,180) 726.3 2382 83.21 99.91 98.37 652.7 2543 83.59 99.98 98.86 621.4 2678 93.69 99.97 98.86
31 (62,186) 821.4 2346 84.04 99.36 98.88 781.3 2430 83.21 99.99 98.46 687.6 2560 93.58 99.99 98.47
32 (64,192) 886.3 2518 83.78 99.38 98.07 810.6 2677 83.56 99.99 98.33 787.7 2822 94.08 100.00 98.35
33 (66,198) 998.5 2532 84.06 99.17 97.09 968.4 2689 84.97 99.96 97.46 808.8 2838 95.07 99.99 97.49
34 (68,204) 1126.4 2534 85.43 99.08 98.97 1098.6 2685 88.09 99.96 97.82 846.9 2843 88.44 99.98 97.80
35 (70,210) 1203.5 2715 82.58 99.37 97.99 1209.8 2886 85.69 99.91 98.09 994.6 3041 94.59 99.99 98.13
36 (72,216) 1280.3 2825 81.04 99.29 98.27 1307.6 3010 86.51 99.94 98.34 1101.3 3170 94.68 99.99 98.65
37 (74,222) 1302.1 2830 82.28 99.49 98.26 1326.1 3009 83.76 99.99 98.26 1201.4 3172 93.46 99.99 98.88
38 (76,228) 1386.2 2843 81.52 99.33 98.07 1399.5 3028 87.60 99.98 98.41 1213.3 3187 97.06 99.99 98.76
39 (78,234) 1538.7 2953 83.12 99.64 97.99 1482.7 3133 90.01 99.95 97.83 1338.1 3304 89.13 99.99 97.99
40 (80,240) 1697.4 2975 85.10 99.85 97.67 1525.6 3249 82.17 99.93 97.81 1586.7 3347 91.11 99.99 97.91

Average435.2 1587.5 81.43 99.34 97.08 436.2 1685.6 84.37 99.85 97.07 396.8 1776.3 93.56 99.97 97.81