Dynamic Hypermutation Immune Algorithms Based on Immune Network Theory
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Graphical Abstract
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Abstract
A new dynamic hypermutation immune algorithm(DHIA) is proposed on the basis of (immune) network theory.DHIA adopts novel hypermutation operation to further strengthen the searching(ability) of the algorithm in the solution domain.Immune regulatory operation based on the stimulation level of each antibody is also applied to effectively maintain the diversity of the population and avoid the premature convergence.Furthermore,the convergence of the DHIA is proved theoretically through the Markov stochastic proc...
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