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Automatic design ofmutation parameteradaptation fordifferentialevolution : доклад,тезисы доклада Stanovov VladimirSemenkin Eugene2024 год

Automatic design of mutation parameter adaptation for differential evolution : доклад, тезисы доклада
доклад, тезисы доклада, статья из сборника материалов конференций

Дополнительные ссылки: eLibrary · Источник статьи
База данных: Каталог библиотеки СФУ
Библиографическое описание: Automatic design of mutation parameter adaptation for differential evolution : доклад, тезисы доклада / V. V. Stanovov, E. E. Semenkin. - [S. l. : s. n.], 2024. - Текст : непосредственный // Hybrid Methods of Modeling and Optimization in Complex Systems (HMMOCS-II-2023) : Proceedings of the II International Workshop / Hybrid Methods of Modeling and Optimization in Complex Systems (HMMOCS-II-2023) (2023 ; 28.11 - 30.11 ; Krasnoyarsk). - Krasnoyarsk, 2024. - P. 2019. - This work was supported by the Ministry of Science and Higher Education of the Russian Federation (Grant No.075-15-2022-1121). - DOI 10.1051/itmconf/20245902019.
Аннотация: In this paper the Efficient Global Optimization algorithm is applied to design the adaptation strategy for mutation parameter in Differential Evolution. The adaptation strategy is represented as a Taylor series, to allow exploring a search space of different curves. The tuning of the adaptation is performed on the L-NTADE algorithm using the benchmark of Congress on Evolutionary Computation competition on single-objective numerical optimization 2017. The experimental results show that the discovered dependence between the success rate and the parameter in current-to-pbest mutation strategy allows improving the algorithm performance in various cases.
Год издания: 2024
Авторы: Stanovov Vladimir , Semenkin Eugene
Издательство: Krasnoyarsk
Номера страниц: 2019
Держатель оригинала документа: Siberian Federal University
Мероприятие: Hybrid Methods of Modeling and Optimization in Complex Systems (HMMOCS-II-2023) (Krasnoyarsk, 2023 ; 28.11 - 30.11)
Количество экземпляров:
Твёрдая копия издания отсутствует в фонде библиотеки

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