Research Article
An Algorithm for Global Optimization Inspired by Collective Animal Behavior
Table 7
Minimization result of benchmark functions in Table
14 with
. Maximum number of iterations = 500.
| | | RGA | PSO | GSA | DE | CAB |
| | Average best sofar | 0.998 | 0.998 | 3.70 | 0.998 | 0.998 | Median best sofar | 0.998 | 0.998 | 2.07 | 0.998 | 0.998 | Average mean fitness | 0.998 | 0.998 | 9.17 | 0.998 | 0.998 | | Average best sofar | | | | | | Median best sofar | | | | | | Average mean fitness | | 215.60 | | | | | Average best sofar | −1.0313 | −1.0316 | −1.0316 | −1.0316 | −1.0316 | Median best sofar | −1.0315 | −1.0316 | −1.0316 | −1.0316 | −1.0316 | Average mean fitness | −1.0313 | −1.0316 | −1.0316 | −1.0316 | −1.0316 | | Average best sofar | 0.3996 | 0.3979 | 0.3979 | 0.3979 | 0.3979 | Median best sofar | 0.3980 | 0.3979 | 0.3979 | 0.3979 | 0.3979 | Average mean fitness | 0.3996 | 2.4112 | 0.3979 | 0.3979 | 0.3979 | | Average best sofar | −3.8627 | −3.8628 | −3.8628 | −3.8628 | −3.8628 | Median best sofar | −3.8628 | −3.8628 | −3.8628 | −3.8628 | −3.8628 | Average mean fitness | −3.8627 | −3.8628 | −3.8628 | −3.8628 | −3.8628 | | Average best sofar | −3.3099 | −3.3269 | −3.7357 | −3.3269 | −3.8501 | Median best sofar | −3.3217 | −3.2031 | −3.8626 | −3.3269 | −3.8501 | Average mean fitness | −3.3098 | −3.2369 | −3.8020 | −3.3269 | −3.8501 | | Average best sofar | −3.3099 | −3.2369 | −2.0569 | −3.2369 | −3.2369 | Median best sofar | −3.3217 | −3.2031 | −1.9946 | −3.2369 | −3.2369 | Average mean fitness | −3.3098 | −3.2369 | −1.6014 | −3.2369 | −3.2369 | | Average best sofar | −5.6605 | −6.6290 | −6.0748 | −6.6290 | −10.1532 | Median best sofar | −2.6824 | −5.1008 | −5.0552 | −6.0748 | −10.1532 | Average mean fitness | −5.6605 | −5.7496 | −6.0748 | −6.6290 | −10.1532 | | Average best sofar | −7.3421 | −9.1118 | −9.3339 | −9.3339 | −10.4028 | Median best sofar | −10.3932 | −10.402 | −10.402 | −9.3339 | −10.4028 | Average mean fitness | −7.3421 | −9.9305 | −9.3399 | −9.3339 | −10.4028 | | Average best sofar | −6.2541 | −9.7634 | −9.4548 | −9.7634 | −10.5363 | Median best sofar | −4.5054 | −10.536 | −10.536 | −9.7636 | −10.5363 | Average mean fitness | −6.2541 | −8.7626 | −9.4548 | −9.7634 | −10.5363 |
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