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The Parallel Genetic Algorithm for Construction of Technological Objects Neural Network Models
Автор | Tynchenko, Vadim Sergeevich | |
Автор | Petrovsky, Eduard Arkadievich | |
Автор | Tynchenko, Valeriya Valerievna | |
Дата внесения | 2018-02-07T07:28:50Z | |
Дата, когда ресурс стал доступен | 2018-02-07T07:28:50Z | |
Дата публикации | 2017-04 | |
Библиографическое описание | Tynchenko, Vadim Sergeevich. The Parallel Genetic Algorithm for Construction of Technological Objects Neural Network Models [Текст] / Vadim Sergeevich Tynchenko, Eduard Arkadievich Petrovsky, Valeriya Valerievna Tynchenko // 2016 2nd International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM). — 2017. | |
URI (для ссылок/цитирований) | http://ieeexplore.ieee.org/document/7911573/ | |
URI (для ссылок/цитирований) | https://elib.sfu-kras.ru/handle/2311/69831 | |
Аннотация | The parallel genetic algorithms implementation for neural networks models construction is discussed. The modification of this global optimization algorithm is proposed. The artificial neural networks are effective instrument to solve most problems of technological objectives and processes modelling. The article describes the aspects of genetic algorithms implementation for neural networks structure-parametric synthesis. It is offered to use different parallelization technique of genetic algorithm to increase computing performance. It is proposed to modify the standard multipopular parallel genetic algorithm adding its base topology dynamic adaptation. This approach allows to make effective algorithm with minimal computational difficulty. The algorithm modification shows best results, when implemented in computer network. | |
Тема | neural networks | |
Тема | optimization | |
Тема | genetic algorithm | |
Тема | parallelization | |
Тема | modeling | |
Название | The Parallel Genetic Algorithm for Construction of Technological Objects Neural Network Models | |
Тип | Journal Article | |
Тип | Journal Article Preprint | |
ГРНТИ | 27.41.41 | |
Дата обновления | 2018-02-07T07:28:50Z | |
DOI | 10.1109/ICIEAM.2016.7911573 | |
Институт | Институт космических и информационных технологий | |
Институт | Институт нефти и газа | |
Подразделение | Кафедра информатики | |
Подразделение | Кафедра технологических машин и оборудования нефтегазового комплекса | |
Журнал | 2016 2nd International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM) | |
Квартиль журнала в Scopus | без квартиля | |
Квартиль журнала в Web of Science | без квартиля |