A Micro Artificial Immune System

نویسندگان

  • Juan Carlos Herrera-Lozada
  • Hiram Calvo
  • Hind Taud
چکیده

CLONALG greatly increases the size of its population. We propose a version with reduced population. Our hypothesis is that reducing the number of individuals in a population will decrease the number of evaluations of the objective function, increasing the speed of convergence and reducing the use of data memory. Our proposal uses a population of 5 individuals (antibodies), from which only 15 clones are obtained. In the maturation stage of the clones, two simple and fast mutation operators are used in a nominal convergence that works together with a reinitialization process to preserve the diversity. To validate our algorithm, we use a set of test functions taken from the specialized literature to compare our approach with the standard version of CLONALG. The same method can be applied in many other problems, for example, in text processing.

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عنوان ژورنال:
  • Polibits

دوره 43  شماره 

صفحات  -

تاریخ انتشار 2011