Table 3 The experimental results of all algorithms on the considered test suite.
From: Boosting biogas production through innovative data-driven modeling and optimization methods at NJWTP
Function | BOA45 | DMOA46 | HBA47 | BOOA | ||||
|---|---|---|---|---|---|---|---|---|
Avg | Std | Avg | Std | Avg | Std | Avg | Std | |
F1 | 9.81\(\:\times\:\)102 | 9.89\(\:\times\:\)102 | 11.56\(\:\times\:\)102 | 9.01\(\:\times\:\)109 | 9.32\(\:\times\:\)106 | 5.89\(\:\times\:\)107 | 8.63\(\:\times\:\)102 | 8.61\(\:\times\:\)102 |
F2 | 10.58\(\:\times\:\)102 | 7.79\(\:\times\:\)10−1 | 9.92\(\:\times\:\)104 | 7.63\(\:\times\:\)104 | 8.26\(\:\times\:\)103 | 6.63\(\:\times\:\)103 | 7.52\(\:\times\:\)102 | 5.41\(\:\times\:\)102 |
F3 | 8.36\(\:\times\:\)102 | 5.57\(\:\times\:\)10−1 | 7.82\(\:\times\:\)104 | 5.41\(\:\times\:\)104 | 6.36\(\:\times\:\)103 | 5.35\(\:\times\:\)103 | 5.84\(\:\times\:\)102 | 4.61\(\:\times\:\)102 |
F4 | 9.81\(\:\times\:\)102 | 8.63\(\:\times\:\)10−1 | 12.81\(\:\times\:\)102 | 6.93\(\:\times\:\)102 | 8.56\(\:\times\:\)102 | 8.13\(\:\times\:\)101 | 6.23\(\:\times\:\)102 | 4.23 |
F5 | 9.81\(\:\times\:\)102 | 8.25 | 10.35\(\:\times\:\)102 | 7.23\(\:\times\:\)101 | 9.95\(\:\times\:\)102 | 6.15\(\:\times\:\)101 | 8.36\(\:\times\:\)102 | 5.23 |
F6 | 10.22\(\:\times\:\)102 | 8.23\(\:\times\:\)10−14 | 10.21\(\:\times\:\)102 | 5.91\(\:\times\:\)101 | 10.63\(\:\times\:\)102 | 5.56\(\:\times\:\)101 | 9.43\(\:\times\:\)102 | 5.18\(\:\times\:\)10−1 |
F7 | 11.57\(\:\times\:\)102 | 10.29\(\:\times\:\)102 | 12.34\(\:\times\:\)102 | 6.32\(\:\times\:\)101 | 11.84\(\:\times\:\)102 | 5.96\(\:\times\:\)101 | 10.16\(\:\times\:\)102 | 8.83 |
F8 | 23.45\(\:\times\:\)102 | 9.85 | 22.26\(\:\times\:\)102 | 9.25\(\:\times\:\)101 | 20.14\(\:\times\:\)102 | 10.83\(\:\times\:\)101 | 15.05\(\:\times\:\)102 | 10.43 |
F9 | 46.12\(\:\times\:\)102 | 16.83 | 9.63\(\:\times\:\)103 | 11.27\(\:\times\:\)102 | 4.89\(\:\times\:\)103 | 8.69\(\:\times\:\)102 | 19.72\(\:\times\:\)102 | 4.23 |
F10 | 5.01\(\:\times\:\)103 | 4.42 | 5.87\(\:\times\:\)103 | 7.89\(\:\times\:\)102 | 4.89\(\:\times\:\)103 | 5.96\(\:\times\:\)102 | 4.01\(\:\times\:\)103 | 5.26\(\:\times\:\)102 |