Dynamic Mutation Control in Continuous Genetic Algorithms
dc.contributor.author | Wieczorek, Łukasz | |
dc.contributor.author | Ignaciuk, Przemysław | |
dc.date.accessioned | 2023-09-25T06:28:02Z | |
dc.date.available | 2023-09-25T06:28:02Z | |
dc.date.issued | 2023 | |
dc.description.abstract | 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. | en_EN |
dc.identifier.citation | 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. | |
dc.identifier.doi | 10.34658/9788366741928.55 | |
dc.identifier.isbn | 978-83-66741-92-8 | |
dc.identifier.uri | http://hdl.handle.net/11652/4831 | |
dc.identifier.uri | https://doi.org/10.34658/9788366741928.55 | |
dc.language.iso | en | en_EN |
dc.page.number | s. 349-354 | |
dc.publisher | Wydawnictwo Politechniki Łódzkiej | pl_PL |
dc.publisher | Lodz University of Technology Press | en_EN |
dc.relation.ispartof | Wojciechowski A. (Ed.), Lipiński P. (Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928. | |
dc.rights | Dla wszystkich w zakresie dozwolonego użytku | pl_PL |
dc.rights | Fair use condition | en_EN |
dc.rights.license | Licencja PŁ | pl_PL |
dc.rights.license | LUT License | en_EN |
dc.subject | genetic algorithms | en_EN |
dc.subject | dynamic system model | en_EN |
dc.subject | linear controller | en_EN |
dc.subject | algorytmy genetyczne | pl_PL |
dc.subject | model układu dynamicznego | pl_PL |
dc.subject | regulator liniowy | pl_PL |
dc.title | Dynamic Mutation Control in Continuous Genetic Algorithms | en_EN |
dc.type | Rozdział - monografia | pl_PL |
dc.type | Chapter - monograph | en_EN |
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