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Step 6: Execute mutation operation on the reproduced chromosomes.
The group constituted by the elites are enhanced by selection, crossover and mutation operation on these enhanced elites.
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The other half is created by executing crossover and mutation operations on chromosomes in the top half of the parent individuals.
Based on these, the adaptive probabilities of crossover and mutation operation of an evolutionary individual are proposed.
Based on the information of a single loop caused by closing a normally open switch, we improve the algorithm on crossover and mutation operations of original Genetic Algorithms.
Then perform the selection, crossover and mutation operation for individuals.
But in this method, at each generation, crossover operation can only be implemented on one gene block, and mutation operation can only be done on one gene.
Then, mutation operation is done on a few individuals.
In ITS algorithm, mutation operation, a main operator used in genetic algorithm, is introduced to weaken the dependence of global search ability on tabu length.
This "mutation operation" does not depend on errors intrinsic to the copy operation, but is externally imposed.
Moreover, a decision probability is used to control the utilization of genetic mutation operation and local search based on problem-specific information so as to prevent the premature convergence and concentrate computing effort on promising neighbor solutions.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com