Dynamic Mutation Control in Continuous Genetic Algorithms
Ładowanie...
Data
2023
Tytuł czasopisma
ISSN czasopisma
Tytuł tomu
Wydawca
Wydawnictwo Politechniki Łódzkiej
Lodz University of Technology Press
Lodz University of Technology Press
Abstrakt
In this paper the adaptability of the mutation operation in continuous
genetic algorithms (CGAs) is taken into consideration from an analytical
perspective. For this purpose, based on the notation that has previously been
used to analyze the classical, binary genetic algorithm, a dynamic system
model of CGA has been created. In order to adapt the mutation probability
in successive generations, a linear controller has been applied. It allows
one to accelerate the evolution process. As a result, faster convergence is
obtained, as required in computationally intensive optimization problems.
Opis
Słowa kluczowe
genetic algorithms, dynamic system model, linear controller, algorytmy genetyczne, model układu dynamicznego, regulator liniowy
Cytowanie
Wieczorek Ł., Ignaciuk P., Dynamic Mutation Control in Continuous Genetic Algorithms. W: Progress in Polish Artificial Intelligence Research 4, Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, s. 349-354, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928.55.