Research Article
Improved Monarch Butterfly Optimization Algorithm Based on Opposition-Based Learning and Random Local Perturbation
Table 3
The comparison results of the three algorithms on the 20-dimensional benchmark functions.
| Function | Algorithm | | | | |
| | MBO | 2.1817e-08 | 1056671 | 10.2897 | 24.1542 | GCMBO | 1.4305e-12 | 2.2191e-08 | 4.0376e-09 | 6.1440e-09 | OPMBO | 1.7124e-18 | 2.8958e-09 | 1.9961e-10 | 5.6832e-10 |
| | MBO | 2.0696e-05 | 45.8467 | 14.1370 | 14.5827 | GCMBO | 8.5651e-31 | 2.7743 | 0.1784 | 0.5239 | OPMBO | 1.1985e-32 | 1.9515e-25 | 9.6741e-27 | 3.6316e-26 |
| | MBO | 467.5414 | 2.6400e+04 | 9.9164e+03 | 7.0557e+03 | GCMBO | 5.2744 | 1.1659e+04 | 5.7437e+03 | 3.6304e+03 | OPMBO | 4.7218e-16 | 105.8061 | 12.9713 | 25.4996 |
| | MBO | 0.0656 | 69.6874 | 34.4202 | 23.9322 | GCMBO | 0.8478 | 65 | 21.8416 | 18.9365 | OPMBO | 6.4794e-08 | 9.7491 | 1.3394 | 2.5359 |
| | MBO | 2.4859e-04 | 76.0287 | 19.5472 | 24.7662 | GCMBO | 0 | 18.8264 | 2.2732 | 5.8333 | OPMBO | 1.2577e-10 | 6.6586e-06 | 1.7297e-06 | 1.8097e-06 |
| | MBO | 0 | 38189 | 8.2961e+03 | 1.3038e+04 | GCMBO | 0 | 2463 | 9.72000 | 449.5788 | OPMBO | 0 | 0 | 0 | 0 |
| | MBO | 3.2274e-06 | 3.0575e+03 | 636.4260 | 1.0172e+03 | GCMBO | 1.7541e-07 | 342.4249 | 71.0668 | 96.0405 | OPMBO | 1.7164e-05 | 18.6066 | 14.1968 | 7.9660 |
| | MBO | 6.8753e-12 | 3.3320e+08 | 4.1706e+07 | 8.7357e+07 | GCMBO | 1.0427e-14 | 4.4128e+06 | 1.6156e+05 | 8.0584e+05 | OPMBO | 1.5705e-32 | 1.0369e-12 | 7.8430e-14 | 2.4871e-13 |
| | MBO | 4.3862e-10 | 4.9682e+08 | 5.5076e+07 | 1.3686e+08 | GCMBO | 2.3991e-14 | 1.1729e+07 | 7.9503e+05 | 2.5028e+06 | OPMBO | 5.6159e-28 | 5.2997e-12 | 3.5047e-13 | 1.0677e-12 |
| | MBO | 5.0008e-04 | 20.1443 | 8.9263 | 7.9682 | GCMBO | 1.9918e-06 | 5.5369 | 0.2610 | 1.0806 | OPMBO | 1.6130e-10 | 1.6511e-05 | 6.9485e-06 | 5.0036e-06 |
| | MBO | 2.5817e-04 | 4.8952e+03 | 2.3067e+03 | 1.6744e+03 | GCMBO | 2.5455e-04 | 3.0729e+03 | 1.1757e+03 | 1.0464e+03 | OPMBO | 2.5455e-04 | 2.3009e+03 | 76.6964 | 420.0823 |
| | MBO | 1.1262e-04 | 255.8194 | 97.2892 | 96.4221 | GCMBO | 1.9541e-08 | 74.1824 | 10.7346 | 15.3041 | OPMBO | 0 | 2.4978e-07 | 2.9660e-08 | 5.3340e-08 |
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