Research Article

Optimization in Construction Management Using Adaptive Opposition Slime Mould Algorithm

Table 5

Result Pareto-optimal solutions for case 1.

No.Pareto-optimal of projectsPCTPCCPQIPSRGant

1[1, 1, 2, 2, 2, 3, 2, 3, 4, 3, 2, 2, 1]160795589.000.869200.76[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
2[1, 1, 2, 2, 2, 3, 2, 3, 4, 3, 1, 2, 2]161757640.730.864202.99[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
3[1, 1, 2, 1, 2, 3, 2, 3, 4, 3, 2, 2, 2]162749242.540.876202.51[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
4[1, 1, 1, 2, 2, 3, 2, 3, 4, 2, 1, 2, 2]163771259.320.880200.14[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
5[1, 1, 1, 2, 2, 3, 2, 3, 4, 3, 1, 2, 2]163756147.060.878200.74[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
6[1, 1, 2, 1, 2, 3, 2, 3, 4, 1, 2, 2, 1]164783758.490.880197.87[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 10]
7[1, 1, 1, 1, 2, 3, 2, 3, 4, 2, 1, 2, 2]164771231.130.890198.38[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
8[1, 1, 1, 1, 2, 3, 2, 3, 4, 3, 1, 2, 2]164756118.870.888198.38[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
9[1, 1, 1, 2, 2, 3, 2, 3, 4, 1, 1, 2, 1]165790663.010.882196.10[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 10]
10[1, 1, 1, 2, 2, 3, 2, 3, 2, 3, 2, 2, 1]166790774.010.884197.23[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
11[1, 1, 2, 2, 2, 3, 2, 1, 4, 3, 1, 2, 1]167712485.500.862198.46[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
12[1, 1, 2, 1, 2, 3, 2, 1, 4, 3, 2, 2, 1]168704087.310.874200.98[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
13[1, 1, 2, 1, 2, 3, 2, 1, 4, 2, 1, 2, 2]169681250.900.870203.67[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
14[1, 1, 2, 2, 2, 3, 2, 3, 4, 1, 1, 1, 1]170649341.960.865196.70[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
15[1, 1, 2, 1, 2, 3, 2, 3, 4, 1, 2, 1, 1]171640943.400.877196.47[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
16[1, 1, 2, 1, 2, 3, 2, 3, 4, 1, 2, 1, 2]172594625.100.875200.79[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
17[1, 1, 1, 2, 2, 3, 2, 3, 4, 1, 2, 1, 2]173593159.620.879198.91[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
18[1, 1, 1, 1, 2, 3, 2, 3, 4, 1, 2, 1, 2]174593131.430.889198.55[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
19[1, 1, 2, 2, 2, 3, 2, 3, 2, 1, 2, 1, 2]175591331.570.865198.33[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
20[1, 1, 2, 1, 2, 3, 2, 3, 2, 1, 2, 1, 2]176591303.380.875199.96[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
21[1, 1, 1, 1, 2, 3, 2, 3, 2, 1, 1, 1, 1]177644498.380.910191.27[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
22[1, 1, 2, 1, 2, 3, 2, 1, 4, 1, 2, 1, 1]178549469.500.869199.24[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
23[1, 1, 1, 1, 2, 1, 2, 3, 2, 1, 2, 2, 1]179768755.000.917191.89[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 10]
24[1, 1, 1, 1, 2, 3, 2, 1, 4, 1, 2, 1, 1]180547975.800.900197.14[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
25[1, 1, 1, 1, 2, 3, 2, 1, 4, 1, 2, 1, 2]181501657.200.900203.36[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
26[1, 1, 1, 1, 2, 1, 2, 3, 4, 1, 2, 1, 1]182629262.000.909190.17[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
27[1, 1, 1, 2, 2, 3, 1, 3, 4, 1, 1, 1, 1]183650734.750.885189.05[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
28[1, 1, 1, 1, 2, 3, 1, 3, 4, 1, 2, 1, 1]184642336.560.897188.57[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
29[1, 1, 1, 1, 2, 3, 1, 3, 4, 1, 2, 1, 2]185596017.890.895193.14[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
30[1, 1, 1, 1, 2, 1, 2, 3, 2, 1, 2, 1, 1]186625940.690.895190.28[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
31[1, 2, 2, 2, 2, 1, 2, 1, 4, 1, 2, 1, 2]187492801.800.819207.23[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
32[1, 1, 1, 1, 2, 2, 2, 1, 4, 1, 2, 1, 2]187493690.970.885200.98[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
33[1, 1, 2, 1, 2, 1, 2, 1, 4, 1, 2, 1, 2]188492963.510.872200.96[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
34[1, 1, 1, 2, 2, 1, 2, 1, 4, 1, 2, 1, 2]189491498.030.877199.08[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
35[1, 1, 1, 1, 2, 1, 2, 1, 4, 1, 1, 1, 2]190499839.840.884196.83[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
36[1, 1, 1, 2, 2, 1, 1, 3, 4, 3, 2, 1, 1]192643979.400.909188.67[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
37[1, 1, 1, 1, 2, 1, 1, 3, 4, 1, 1, 1, 1]193640518.870.913183.81[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
38[1, 1, 1, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1]195555910.940.907188.90[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
39[1, 1, 1, 1, 2, 2, 1, 1, 4, 1, 1, 1, 1]197551266.100.907189.11[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
40[1, 1, 1, 1, 2, 2, 1, 1, 2, 1, 1, 1, 1]201547944.380.907188.29[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
41[1, 1, 2, 1, 2, 1, 1, 1, 2, 1, 1, 1, 1]202547216.920.895188.27[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
42[1, 1, 2, 1, 2, 1, 2, 1, 3, 1, 2, 1, 2]203487310.300.869198.11[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
43[1, 1, 1, 2, 2, 1, 1, 1, 2, 1, 2, 1, 2]204491062.770.899193.85[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
44[1, 1, 1, 2, 2, 1, 1, 3, 3, 1, 1, 1, 1]207634894.240.902182.00[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
45[1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 2, 1, 1]214535050.340.900186.93[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
46[1, 1, 1, 2, 2, 1, 1, 1, 3, 1, 1, 1, 2]215497101.670.894189.61[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
47[1, 1, 1, 1, 2, 1, 1, 2, 3, 1, 1, 1, 1]226582729.570.909182.40[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]
48[1, 1, 1, 1, 2, 1, 1, 2, 3, 3, 2, 1, 1]226586161.900.909184.85[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 13, 12]