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In short, they expected the isolated individuals to produce a few fantastic solutions but, as a group, a low average quality of solution due to the variation.
The approximations with the zonal approach do not affect the quality of solution to a great extent.
In addition, the comparison with other multi-population GA shows that competition between subpopulations improved the quality of solution.
We have also augmented the proposed algorithm to incorporate task migration for further improvement in the quality of solution.
These groups had an average quality of solution that was nearly identical to those groups that interacted constantly, yet they preserved enough variation to find some of the best solutions, too.
The researchers also anticipated that the groups whose members constantly interacted would produce a higher average quality of solution, but fail to find the very best solutions as often.
Similar(8)
Also, the quality of solutions ideas was positively correlated with the degree of copying from examples.
Moreover, HCPSO outperforms the compared methods in terms of quality of solutions in short time requirements.
They still have the premature convergence problem resulting in the low quality of solutions.
The results indicate that ARNA-GA has better search capability and a higher quality of solutions.
However, the quality of solutions can be expected to be at the novice level when the person is confronted with novel tasks in an unfamiliar environment.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com