Репозиторий научных и учебно-методических публикаций
Северо-Кавказский федеральный университет
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https://dspace.ncfu.ru/handle/20.500.12258/13723| Title: | EEG Neuro-processing for the development of neurointerfaces |
| Authors: | Chervyakov, N. I. Червяков, Н. И. Lyakhov, P. A. Ляхов, П. А. Kiladze, M. R. Киладзе, М. Р. Kovalets, A. A. Ковалец, А. А. Lyakhova, U. A. Ляхова, У. А. |
| Keywords: | Backpropagation;Electroencephalogram;Neural networks;Neuro-interface;Perceptron |
| Issue Date: | 2020 |
| Publisher: | Institute of Physics Publishing |
| Citation: | Chervyakov, N.I., Lyakhov, P.A., Kiladze, M.R., Kovalets, A.A., Lyakhova, U.A. EEG Neuro-processing for the development of neurointerfaces // IOP Conference Series: Materials Science and Engineering. - 2020. - Volume 873. - Issue 1. - Номер статьи 012003 |
| Series/Report no.: | IOP Conference Series: Materials Science and Engineering |
| Abstract: | Fast and accurate processing of electroencephalogram (EEG) signals is necessary for correct realization of neurointerfaces. Neural network is one of the ways of its processing. In this article the method of EEG processing with the help of multilayer perceptron trained by the algorithm of error backpropagation is considered. The results of modeling during training of the neural network showed the minimum value of the Mean Squared error |
| URI: | http://hdl.handle.net/20.500.12258/13723 |
| Appears in Collections: | Статьи, проиндексированные в SCOPUS, WOS |
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|---|---|---|---|
| scopusresults 1360 .pdf Restricted Access | 815.4 kB | Adobe PDF | View/Open |
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