Research Article
Marine Predators Algorithm Based on Adaptive Weight and Chaos Factor and Its Application
Table 6
Comparison of CEC2017 test function algorithms.
| Function | Result | ACMPA | MPA | MFO | ChOA | SCA |
| | Ave | 100.0028 | 100.0031 | 2.3422e + 06 | 1.1551e + 09 | 5.6391e + 08 | Std | 4.3941E-04 | 2.3829e-03 | 1.2789e + 07 | 1.1074e + 09 | 2.1562e + 08 |
| | Ave | 300 | 300 | 5.8487e + 03 | 1.8962e + 03 | 1.0424e + 03 | Std | 2.2027e-08 | 2.7266e-08 | 8.2107e + 03 | 6.3536e + 02 | 3.1214e + 02 |
| | Ave | 400 | 400 | 4.1325e + 02 | 5.3241e + 02 | 4.3947e + 02 | Std | 1.1974e-07 | 8.4773e-08 | 24.8459 | 1.1234e + 02 | 23.0909 |
| | Ave | 5.0735e + 02 | 5.0776e + 02 | 5.2609e + 02 | 5.5061e + 02 | 5.4575e + 02 | Std | 2.2033 | 2.4566 | 8.7353 | 7.8088 | 8.0603 |
| | Ave | 6.0000e + 02 | 6.0007e + 02 | 6.0072e + 02 | 6.2374e + 02 | 6.1572e + 02 | Std | 1.0454e-04 | 1.5006e-04 | 2.3146 | 7.1808 | 3.2753 |
| | Ave | 1.1012e + 03 | 1.1015e + 03 | 1.1953e + 03 | 1.2437e + 03 | 1.1799e + 03 | Std | 0.8453 | 0.8496 | 72.8008 | 78.4126 | 30.4272 |
| | Ave | 1.2060e + 03 | 1.2045e + 03 | 4.9034e + 05 | 3.9895e + 05 | 1.0786e + 07 | Std | 5.0054 | 5.6945 | 1.8664e + 06 | 3.7667e + 06 | 8.7799e + 06 |
| | Ave | 1.3036e + 03 | 1.3040e + 03 | 1.0345e + 04 | 1.7719e + 04 | 2.2340e + 04 | Std | 2.0029 | 2.0985 | 1.0702e + 04 | 7.7592e + 03 | 1.8245e + 04 |
| | Ave | 1.4030e + 03 | 1.4025e + 03 | 2.0643e + 03 | 4.7000e + 03 | 1.5597e + 03 | Std | 2.00654 | 4.4315 | 6.7003e + 02 | 1.4554e + 03 | 53.5723 |
| | Ave | 1.5002e + 03 | 1.5005e + 03 | 4.8513e + 03 | 8.6770e + 03 | 2.8796e + 03 | Std | 0.3083 | 0.4553 | 3.3089e + 03 | 7.1903e + 03 | 1.5268e + 03 |
| | Ave | 1.6008e + 03 | 1.6008e + 03 | 1.6927e + 03 | 1.8382e + 03 | 1.6958e + 03 | Std | 0.3727 | 0.5454 | 92.0091 | 80.4113 | 51.4587 |
| | Ave | 1.7087e + 03 | 1.7288e + 03 | 1.7938e + 03 | 1.7735e + 03 | 1.7701e + 03 | Std | 7.3446 | 8.1711 | 19.9024 | 16.0423 | 12.5332 |
| | Ave | 1.8010e + 03 | 1.8035e + 03 | 2.0567e + 04 | 2.9153e + 04 | 8.1438e + 04 | Std | 7.4186e-01 | 2.7993 | 1.4960e + 04 | 1.2987e + 04 | 5.3922e + 04 |
| | Ave | 1.9003e + 03 | 1.9011e + 03 | 8.6479e + 03 | 1.6903e + 04 | 4.4967e + 03 | Std | 0.3909 | 0.4350 | 8.8960e + 03 | 2.6356e + 03 | 3.8910e + 03 |
| | Ave | 2.0113E + 03 | 2.0095e + 03 | 2.0486e + 03 | 2.1414e + 03 | 2.0805e + 03 | Std | 5.2539 | 9.0082 | 45.6560 | 66.5820 | 15.5710 |
| | Ave | 2200 | 2200 | 2.2630e + 03 | 2.2824e + 03 | 2.2187e + 03 | Std | 1.1151e-05 | 1.2767e-05 | 65.2106 | 64.8760 | 33.6048 |
| | Ave | 2.2406e + 03 | 2.2508e + 03 | 2.3040e + 03 | 2.7652e + 03 | 2.3496e + 03 | Std | 49.7553 | 50.7507 | 16.5592 | 5.4232e + 02 | 31.2560 |
| | Ave | 2.5728e + 03 | 2.5815e + 03 | 2.6247e + 03 | 2.6529e + 03 | 2.6503e + 03 | Std | 38.4263 | 85.5243 | 10.0225 | 5.1754 | 7.8379 |
| | Ave | 2.4933e + 03 | 2500 | 2.7504e + 03 | 2.7954e + 03 | 2.7710e + 03 | Std | 2.91e-06 | 25.3706 | 48.0576 | 1.8565e + 01 | 44.2710 |
| | Ave | 2.8382e + 03 | 2.8778e + 03 | 2.9309e + 03 | 2.9838e + 03 | 2.9563e + 03 | Std | 121.12 | 75.5298 | 27.5676 | 54.7609 | 17.2074 |
| | Ave | 2.6832e + 03 | 2.6933e + 03 | 2.9820e + 03 | 3.5103e + 03 | 3.0519e + 03 | Std | 101.48 | 101.4840 | 34.8850 | 4.1445e + 02 | 26.8695 |
| | Ave | 3.0885e + 03 | 3.0887e + 03 | 3.0924e + 03 | 3.0991e + 03 | 3.1019e + 03 | Std | 0.6793 | 0.7179 | 1.6937 | 4.3551 | 2.1492 |
| | Ave | 3.0600e + 03 | 3.0800e + 03 | 3.2907e + 03 | 3.2405e + 03 | 3.2512e + 03 | Std | 54.7722 | 76.1120 | 1.0547e + 02 | 6.7944 | 51.4405 |
| | Ave | 3.1328e + 03 | 3.1362e + 03 | 3.4067e + 03 | 3.2686e + 03 | 3.4146e + 03 | Std | 4.9434 | 4.6382 | 1.0321e + 02 | 60.9215 | 21.9284 |
| | Ave | 3.3971e + 03 | 3.3970e + 03 | 4.4095e + 05 | 2.0085e + 06 | 6.3930e + 05 | Std | 4.3737 | 3.9169 | 3.1864e + 05 | 2.6075e + 06 | 4.2434e + 05 |
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