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A Population-Based Method with Selection of a Search Operator

Abstract

This paper presents a method based on a population in which the parameters of individuals can be processed by operators from various population-based algorithms. The mechanism of selecting operators is based on the introduction of an additional binary parameters vector located in each individual, on the basis of which it is decided which operators are to be used to modify individuals’ parameters. Thus, in the proposed approach, many operators can be used simultaneously for this purpose. As part of the paper various methods of initializing binary parameters, various population sizes, and their impact on the operation of the algorithm were tested. The simulation was carried out on a wellknown set of benchmark functions.

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Category:
Monographic publication
Type:
rozdział, artykuł w książce - dziele zbiorowym /podręczniku w języku o zasięgu międzynarodowym
Language:
English
Publication year:
2020
Bibliographic description:
Łapa K., Cpałka K., Niksa-Rynkiewicz T., Lipo W.: A Population-Based Method with Selection of a Search Operator// Artificial Intelligence and Soft Computing/ : , 2020, s.429-444
Verified by:
Gdańsk University of Technology

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