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The use of fuzzy connectives to design real-coded genetic algorithms

Authors: Herrera Triguero, Francisco; Lozano, M.; Verdegay, José Luis;

The use of fuzzy connectives to design real-coded genetic algorithms

Abstract

Genetic algorithms are adaptive methods that use principles inspired by natural population genetics to evolve solutions to search and optimization problems. Genetic algorithms process a population of search space solutions with three operations: selection, crossover and mutation. A great problem in the use of genetic algorithms is premature convergence; the search becomes trapped in a local optimum before the global optimum is found. Fuzzy logic techniques may be used for solving this problem. This paper presents one of them: the design of crossover operators for real-coded genetic algorithms using fuzzy connectives and its extension based on the use of parameterized fuzzy connectives as tools for tackling the premature convergence problem.

Country
Spain
Keywords

Fuzzy Connectives, Classificació AMS::03 Mathematical logic and foundations::03E Set theory, :03 Mathematical logic and foundations::03E Set theory [Classificació AMS], Genetic Algorithms, Algorismes genètics, Real Coding, Parallel algorithms in computer science, Searching and sorting, genetic algorithms, fuzzy connectives

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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