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The mutation operation helps to recall the lost or uncharted genetic materials into the population, in order to avoid early convergence to local optimal solutions.
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With an eye to improve the performance of classical DE, in this paper, a DE algorithm combined with truncated Lévy flight random walks and a population diversity measure (DEL) to improve the crossover and mutation operations is designed to help avoiding premature convergence effectively.
The new mutation operator is based on the four kinds of mutation operation in PGA, which eliminates the mutation probability.
A mutation operation, which shifts the position of a β-turn, was also introduced.
In the PSO, the particle evolving equations are redefined and a mutation operation is added.
Figure 1 Mutation operation.
4.1, a modified mutation operation is required.
Step 6: Execute mutation operation on the reproduced chromosomes.
Fig. 3 Example of a mutation operation in GP.
Each individual in the population should undergo the mutation operation.
Then perform the selection, crossover and mutation operation for individuals.
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