A Novel Self-Adaptive Cooperative Coevolution Algorithm for Solving Continuous Large-Scale Global Optimization Problems : научное издание

Vakhnin Aleksei; Sopov Evgenii

Дополнительные ссылки: eLibrary

База данных: Каталог библиотеки СФУ

Библиографическое описание: A Novel Self-Adaptive Cooperative Coevolution Algorithm for Solving Continuous Large-Scale Global Optimization Problems : научное издание / A. A. Vakhnin, E. E. Sopov. - Текст : непосредственный // Algorithms. - 2022. - Т. 15, № 12. - P. 451. - ISSN 1999-4893, DOI 10.3390/a15120451.

Аннотация: Unconstrained continuous large-scale global optimization (LSGO) is still a challenging task for a wide range of modern metaheuristic approaches. A cooperative coevolution approach is a good tool for increasing the performance of an evolutionary algorithm in solving high-dimensional optimization problems. However, the performance of cooperative coevolution approaches for LSGO depends significantly on the problem decomposition, namely, on the number of subcomponents and on how variables are grouped in these subcomponents. Also, the choice of the population size is still an open question for population-based algorithms. This paper discusses a method for selecting the number of subcomponents and the population size during the optimization process (“on fly”) from a predefined pool of parameters. The selection of the parameters is based on their performance in the previous optimization steps. The main goal of the study is the improvement of coevolutionary decomposition-based algorithms for solving LSGO problems. In this paper, we propose a novel self-adapt evolutionary algorithm for solving continuous LSGO problems. We have tested this algorithm on 15 optimization problems from the IEEE LSGO CEC’2013 benchmark suite. The proposed approach, on average, outperforms cooperative coevolution algorithms with a static number of subcomponents and a static number of individuals.

Год издания: 2022

Авторы: Vakhnin Aleksei, Sopov Evgenii

Источник: Algorithms

Выпуск: Т. 15, № 12

Номера страниц: 451

Количество экземпляров:

Твёрдая копия издания отсутствует в фонде библиотеки

Показать дополнительные сведения

Investigation of improved cooperative coevolution for large-scale global optimization problems † : статья из журнала

Vakhnin Aleksei и др.
2021 год

On Improving Adaptive Problem Decomposition Using Differential Evolution for Large-Scale… : научное издание

Vakhnin Aleksei и др.
2022 год

COOPERATIVE COEVOLUTION OF DIFFERENTIAL EVOLUTION ALGORITHMS FOR SOLVING MIXED OPTIMIZATION PROBLEMS : научное издание

Podanyov N.E. и др.
2025 год

LARGE-SCALE GLOBAL OPTIMIZATION USING COOPERATIVE COEVOLUTION WITH ADAPTIVE VARIABLE GROUPING METHOD : научное издание

Vakhnin A.V. и др.
2018 год

Using cooperative coevolution in large-scale black-box constraint satisfaction problems : доклад, тезисы доклада

Vakhnin Aleksei и др.
2024 год

Selective Pressure Strategy in Multilevel Cooperative Coevolution for Solving LSGO Problems : доклад, тезисы доклада

Vakhnin Aleksei и др.
2022 год

Large-scale global optimization using a binary genetic algorithm with EDA-based decomposition : научное издание

Sopov E.
2016 год

Improving DE-based cooperative coevolution for constrained large-scale global optimization… : доклад, тезисы доклада

Vakhnin A.A. и др.
2020 год

FUZZY CONTROLLED COOPERATIVE BIO-INSPIRED ALGORITHM FOR BINARY OPTIMIZATION : научное издание

Akhmedova Shakhnaz и др.
2018 год

An approach for initializing the random adaptive grouping algorithm for solving large-scale… : доклад, тезисы доклада

Vakhnin A.A. и др.
2019 год

Genetic programming using cooperative coevolution and problem decomposition for solving… : доклад, тезисы доклада

Sopov E. и др.
2021 год

Adaptive variable-size random grouping for evolutionary large-scale global optimization : научное издание

Sopov E.
2018 год

Adaptive component crossover for differential evolution in solving single-objective… : доклад, тезисы доклада

Sopov Anton и др.
2025 год

A problem decomposition approach for large-scale global optimization problems : доклад, тезисы доклада, статья из…

Vakhnin A.V. и др.
2019 год

DESIGNING THE FUZZY RULE BASE BY SOLVING A LARGE-SCALE SINGLE-OBJECTIVE OPTIMIZATION PROBLEM WITH… : научное издание

Stanovov Vladimir и др.
2018 год

A novel linear time invariant systems order reduction approach based on a cooperative multi… : научное издание

Ryzhikov I. и др.
2017 год

Библиотечно-издательский комплекс СФУ

A Novel Self-Adaptive Cooperative Coevolution Algorithm for Solving Continuous Large-Scale Global Optimization Problems : научное издание
статья из журнала

Похожие публикации