Table 7 HCSNM and other meta-heuristics algorithms for \(FI_1 - FI_{7}\) integer programming problems
From: A hybrid cuckoo search algorithm with Nelder Mead method for solving global optimization problems
Function | GA | PSO | FF | GWO | HCSNM |
|---|---|---|---|---|---|
\(FI _1\) | |||||
Avg | 1640.23 | 20,000 | 1617.13 | 860.45 | 613.48 |
SD | 425.18 | 0.00 | 114.77 | 43.66 | 21.18 |
\(FI _2\) | |||||
Avg | 1140.15 | 17,540.17 | 834.15 | 880.25 | 799.23 |
SD | 345.25 | 1054.56 | 146.85 | 61.58 | 41.48 |
\(FI _3\) | |||||
Avg | 4120.25 | 20,000 | 1225.17 | 4940.56 | 764.15 |
SD | 650.21 | 0.00 | 128.39 | 246.89 | 37.96 |
\(FI _4\) | |||||
Avg | 1020.35 | 16,240.36 | 476.16 | 2840.45 | 205.48 |
SD | 452.56 | 1484.96 | 31.29 | 152.35 | 39.61 |
\(FI _5\) | |||||
Avg | 1140.75 | 13,120.45 | 1315.53 | 1620.65 | 792.56 |
SD | 245.78 | 1711.83 | 113.01 | 111.66 | 53.32 |
\(FI _6\) | |||||
Avg | 1040.45 | 1340.14 | 345.71 | 3660.25 | 294.53 |
SD | 115.48 | 265.21 | 35.52 | 431.25 | 33.90 |
\(FI _7\) | |||||
Avg | 1060.75 | 1220.46 | 675.48 | 1120.15 | 222.35 |
SD | 154.89 | 177.19 | 36.36 | 167.54 | 33.55 |