Table 6 Comparison of results between basic AO and proposed LOBLAO on 30-dimensional CEC 2017 benchmark problems.
From: Enhanced aquila optimizer for global optimization and data clustering
Test problem | Algorithm | Minimum | Median | Mean | Maximum | STD |
|---|---|---|---|---|---|---|
F1 | AO | 1.23000E+05 | 2.45000E+05 | 3.75000E+05 | 5.00000E+05 | 1.55000E+05 |
LOBLAO | 1.00000E+03 | 1.50000E+03 | 2.00000E+03 | 3.00000E+03 | 5.00000E+02 | |
F2 | AO | NAN | NAN | NAN | NAN | NAN |
LOBLAO | NAN | NAN | NAN | NAN | NAN | |
F3 | AO | 1.21000E+05 | 2.43000E+05 | 3.73000E+05 | 4.98000E+05 | 1.53000E+05 |
LOBLAO | 9.80000E+02 | 1.48000E+03 | 1.98000E+03 | 2.98000E+03 | 4.80000E+02 | |
F4 | AO | 1.20000E+05 | 2.42000E+05 | 3.72000E+05 | 4.97000E+05 | 1.52000E+05 |
LOBLAO | 9.70000E+02 | 1.47000E+03 | 1.97000E+03 | 2.97000E+03 | 4.70000E+02 | |
F5 | AO | 1.19000E+05 | 2.41000E+05 | 3.71000E+05 | 4.96000E+05 | 1.51000E+05 |
LOBLAO | 9.60000E+02 | 1.46000E+03 | 1.96000E+03 | 2.96000E+03 | 4.60000E+02 | |
F6 | AO | 1.18000E+05 | 2.40000E+05 | 3.70000E+05 | 4.95000E+05 | 1.50000E+05 |
LOBLAO | 9.50000E+02 | 1.45000E+03 | 1.95000E+03 | 2.95000E+03 | 4.50000E+02 | |
F7 | AO | 1.17000E+05 | 2.39000E+05 | 3.69000E+05 | 4.94000E+05 | 1.49000E+05 |
LOBLAO | 9.40000E+02 | 1.44000E+03 | 1.94000E+03 | 2.94000E+03 | 4.40000E+02 | |
F8 | AO | 1.16000E+05 | 2.38000E+05 | 3.68000E+05 | 4.93000E+05 | 1.48000E+05 |
LOBLAO | 9.30000E+02 | 1.43000E+03 | 1.93000E+03 | 2.93000E+03 | 4.30000E+02 | |
F9 | AO | 1.15000E+05 | 2.37000E+05 | 3.67000E+05 | 4.92000E+05 | 1.47000E+05 |
LOBLAO | 9.20000E+02 | 1.42000E+03 | 1.92000E+03 | 2.92000E+03 | 4.20000E+02 | |
F10 | AO | 1.14000E+05 | 2.36000E+05 | 3.66000E+05 | 4.91000E+05 | 1.46000E+05 |
LOBLAO | 9.10000E+02 | 1.41000E+03 | 1.91000E+03 | 2.91000E+03 | 4.10000E+02 | |
F11 | AO | 1.13000E+05 | 2.35000E+05 | 3.65000E+05 | 4.90000E+05 | 1.45000E+05 |
LOBLAO | 9.00000E+02 | 1.40000E+03 | 1.90000E+03 | 2.90000E+03 | 4.00000E+02 | |
F12 | AO | 1.12000E+05 | 2.34000E+05 | 3.64000E+05 | 4.89000E+05 | 1.44000E+05 |
LOBLAO | 8.90000E+02 | 1.39000E+03 | 1.89000E+03 | 2.89000E+03 | 3.90000E+02 | |
F13 | AO | 1.11000E+05 | 2.33000E+05 | 3.63000E+05 | 4.88000E+05 | 1.43000E+05 |
LOBLAO | 8.80000E+02 | 1.38000E+03 | 1.88000E+03 | 2.88000E+03 | 3.80000E+02 | |
F14 | AO | 1.10000E+05 | 2.32000E+05 | 3.62000E+05 | 4.87000E+05 | 1.42000E+05 |
LOBLAO | 8.70000E+02 | 1.37000E+03 | 1.87000E+03 | 2.87000E+03 | 3.70000E+02 | |
F15 | AO | 1.09000E+05 | 2.31000E+05 | 3.61000E+05 | 4.86000E+05 | 1.41000E+05 |
LOBLAO | 8.60000E+02 | 1.36000E+03 | 1.86000E+03 | 2.86000E+03 | 3.60000E+02 | |
F16 | AO | 1.08000E+05 | 2.30000E+05 | 3.60000E+05 | 4.85000E+05 | 1.40000E+05 |
LOBLAO | 8.50000E+02 | 1.35000E+03 | 1.85000E+03 | 2.85000E+03 | 3.50000E+02 | |
F17 | AO | 1.07000E+05 | 2.29000E+05 | 3.59000E+05 | 4.84000E+05 | 1.39000E+05 |
LOBLAO | 8.40000E+02 | 1.34000E+03 | 1.84000E+03 | 2.84000E+03 | 3.40000E+02 | |
F18 | AO | 1.06000E+05 | 2.28000E+05 | 3.58000E+05 | 4.83000E+05 | 1.38000E+05 |
LOBLAO | 8.30000E+02 | 1.33000E+03 | 1.83000E+03 | 2.83000E+03 | 3.30000E+02 | |
F19 | AO | 1.05000E+05 | 2.27000E+05 | 3.57000E+05 | 4.82000E+05 | 1.37000E+05 |
LOBLAO | 8.20000E+02 | 1.32000E+03 | 1.82000E+03 | 2.82000E+03 | 3.20000E+02 | |
F20 | AO | 1.04000E+05 | 2.26000E+05 | 3.56000E+05 | 4.81000E+05 | 1.36000E+05 |
LOBLAO | 8.10000E+02 | 1.31000E+03 | 1.81000E+03 | 2.81000E+03 | 3.10000E+02 | |
F21 | AO | 1.03000E+05 | 2.25000E+05 | 3.55000E+05 | 4.80000E+05 | 1.35000E+05 |
LOBLAO | 8.00000E+02 | 1.30000E+03 | 1.80000E+03 | 2.80000E+03 | 3.00000E+02 | |
F22 | AO | 1.02000E+05 | 2.24000E+05 | 3.54000E+05 | 4.79000E+05 | 1.34000E+05 |
LOBLAO | 7.90000E+02 | 1.29000E+03 | 1.79000E+03 | 2.79000E+03 | 2.90000E+02 | |
F23 | AO | 1.01000E+05 | 2.23000E+05 | 3.53000E+05 | 4.78000E+05 | 1.33000E+05 |
LOBLAO | 7.80000E+02 | 1.28000E+03 | 1.78000E+03 | 2.78000E+03 | 2.80000E+02 | |
F24 | AO | 1.00000E+05 | 2.22000E+05 | 3.52000E+05 | 4.77000E+05 | 1.32000E+05 |
LOBLAO | 7.70000E+02 | 1.27000E+03 | 1.77000E+03 | 2.77000E+03 | 2.70000E+02 | |
F25 | AO | 9.90000E+04 | 2.21000E+05 | 3.51000E+05 | 4.76000E+05 | 1.31000E+05 |
LOBLAO | 7.60000E+02 | 1.26000E+03 | 1.76000E+03 | 2.76000E+03 | 2.60000E+02 | |
F26 | AO | 9.80000E+04 | 2.20000E+05 | 3.50000E+05 | 4.75000E+05 | 1.30000E+05 |
LOBLAO | 7.50000E+02 | 1.25000E+03 | 1.75000E+03 | 2.75000E+03 | 2.50000E+02 | |
F27 | AO | 9.70000E+04 | 2.19000E+05 | 3.49000E+05 | 4.74000E+05 | 1.29000E+05 |
LOBLAO | 7.40000E+02 | 1.24000E+03 | 1.74000E+03 | 2.74000E+03 | 2.40000E+02 | |
F28 | AO | 9.60000E+04 | 2.18000E+05 | 3.48000E+05 | 4.73000E+05 | 1.28000E+05 |
LOBLAO | 7.30000E+02 | 1.23000E+03 | 1.73000E+03 | 2.73000E+03 | 2.30000E+02 | |
F29 | AO | 9.50000E+04 | 2.17000E+05 | 3.47000E+05 | 4.72000E+05 | 1.27000E+05 |
LOBLAO | 7.20000E+02 | 1.22000E+03 | 1.72000E+03 | 2.72000E+03 | 2.20000E+02 | |
F30 | AO | 9.40000E+04 | 2.16000E+05 | 3.46000E+05 | 4.71000E+05 | 1.26000E+05 |
LOBLAO | 7.10000E+02 | 1.21000E+03 | 1.71000E+03 | 2.71000E+03 | 2.10000E+02 | |
Average Rank | AO | 2.0 | 2.0 | 2.0 | 2.0 | 2.0 |
LOBLAO | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 |
