Отрывок: This result could not be appreciated as convenient for practice. The goal of the paper is to increase the quality of training Kohonen neural networks and ANN based on such a type. The general model of the considered ANN is described in [1] and looks like 2- dimensional modification of the Kohonen and Wilshaw and von der Malsburg network. This kind of ANN is used to creat...
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dc.contributor.authorRozenberg, Y.N.-
dc.contributor.authorOlshansky, A.М.-
dc.contributor.authorDovgerd, I.А.-
dc.contributor.authorDovgerd, G.А.-
dc.contributor.authorIgnatenkov, A.V.-
dc.contributor.authorIgnatenkov, P.V.-
dc.date.accessioned2020-07-31 11:36:57-
dc.date.available2020-07-31 11:36:57-
dc.date.issued2020-
dc.identifierDspace\SGAU\20200730\84860ru
dc.identifier.citationRozenberg Y.N. Some approaches of improving the quality of artificial neural network training / Y.N. Rozenberg, A.М. Olshansky, I.А. Dovgerd, G.А. Dovgerd, A.V. Ignatenkov, P.V. Ignatenkov // Информационные технологии и нанотехнологии (ИТНТ-2020). Сборник трудов по материалам VI Международной конференции и молодежной школы (г. Самара, 26-29 мая): в 4 т. / Самар. нац.-исслед. ун-т им. С. П. Королева (Самар. ун-т), Ин-т систем. обраб. изобр. РАН-фил. ФНИЦ "Кристаллография и фотоника" РАН; [под ред. В. А. Фурсова]. – Самара: Изд-во Самар. ун-та, 2020. – Том 4. Науки о данных. – 2020. – С. 240-242.ru
dc.identifier.urihttp://repo.ssau.ru/handle/Informacionnye-tehnologii-i-nanotehnologii/Some-approaches-of-improving-the-quality-of-artificial-neural-network-training-84860-
dc.description.abstractThe paper is devoted to a problem of regular improving the quality of artificial neural network (ANN) training. The object of study is a complex neural network which consists of 2-dimensional Kohonen network and Wilshaw and von der Malsburg network. These networks are applied to a timetable problem for transport systems. The main existing results of using optimal control theory for ANN training are analyzed; authors suggest a new technique based on the direct neural control. Authors give comparative values of error during a training process for the traditional methods and a new approach. It is presented that this new technique is better than the traditional one for considered neural networks.ru
dc.language.isoen_USru
dc.titleSome approaches of improving the quality of artificial neural network trainingru
dc.typeArticleru
dc.textpartThis result could not be appreciated as convenient for practice. The goal of the paper is to increase the quality of training Kohonen neural networks and ANN based on such a type. The general model of the considered ANN is described in [1] and looks like 2- dimensional modification of the Kohonen and Wilshaw and von der Malsburg network. This kind of ANN is used to creat...-
Располагается в коллекциях: Информационные технологии и нанотехнологии

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