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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="research-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Physical and rehabilitation medicine, medical rehabilitation</journal-id><journal-title-group><journal-title xml:lang="en">Physical and rehabilitation medicine, medical rehabilitation</journal-title><trans-title-group xml:lang="ru"><trans-title>Физическая и реабилитационная медицина, медицинская реабилитация</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2658-6843</issn><issn publication-format="electronic">2949-1436</issn><publisher><publisher-name xml:lang="en">Eco-Vector</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">65949</article-id><article-id pub-id-type="doi">10.36425/rehab65949</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>New methods and technologies, discussions</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Новые методы и технологии, дискуссии</subject></subj-group><subj-group subj-group-type="article-type"><subject>Research Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Hardware and Software Complex for Restoring Motor Functions Based on Virtual Reality and Brain-Computer Interface</article-title><trans-title-group xml:lang="ru"><trans-title>Аппаратно-программный комплекс для восстановления моторных функций конечностей на основе технологии виртуальной реальности и нейрокомпьютерного интерфейса</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4435-8501</contrib-id><contrib-id contrib-id-type="spin">8947-4230</contrib-id><name-alternatives><name xml:lang="en"><surname>Nekrasova</surname><given-names>Iuliia Y.</given-names></name><name xml:lang="ru"><surname>Некрасова</surname><given-names>Юлия Юрьевна</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Cand. Sci. (Tech), research associate</p></bio><bio xml:lang="ru"><p>к.т.н., научный сотрудник</p></bio><email>nekrasova84@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1490-1331</contrib-id><contrib-id contrib-id-type="spin">3407-1625</contrib-id><name-alternatives><name xml:lang="en"><surname>Vorontsova</surname><given-names>Viktoriya S.</given-names></name><name xml:lang="ru"><surname>Воронцова</surname><given-names>Виктория Сергеевна</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>junior research associate</p></bio><bio xml:lang="ru"><p>м.н.с.</p></bio><email>vvorontsova@fnkcrr.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7635-1048</contrib-id><contrib-id contrib-id-type="spin">1776-1160</contrib-id><name-alternatives><name xml:lang="en"><surname>Kanarskii</surname><given-names>Mikhail M.</given-names></name><name xml:lang="ru"><surname>Канарский</surname><given-names>Михаил Михайлович</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>junior research associate</p></bio><bio xml:lang="ru"><p>м.н.с.</p></bio><email>kanarmm@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3505-7504</contrib-id><contrib-id contrib-id-type="spin">8647-4329</contrib-id><name-alternatives><name xml:lang="en"><surname>Pradhan</surname><given-names>Pranil M.</given-names></name><name xml:lang="ru"><surname>Прадхан</surname><given-names>Пранил</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>junior research associate</p></bio><bio xml:lang="ru"><p>м.н.с.</p></bio><email>pranilpr@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3902-0095</contrib-id><contrib-id contrib-id-type="spin">5192-9837</contrib-id><name-alternatives><name xml:lang="en"><surname>Shunenkov</surname><given-names>Denis A.</given-names></name><name xml:lang="ru"><surname>Шуненков</surname><given-names>Денис Андреевич</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>research associate</p></bio><bio xml:lang="ru"><p>научный сотрудник</p></bio><email>dshunenkov@fnkcrr.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9711-3532</contrib-id><name-alternatives><name xml:lang="en"><surname>Puzin</surname><given-names>Sergey S.</given-names></name><name xml:lang="ru"><surname>Пузин</surname><given-names>Сергей Сергеевич</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>graduate student</p></bio><bio xml:lang="ru"><p>аспирант</p></bio><email>pusinserg@mail.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Pasko</surname><given-names>Ivan V.</given-names></name><name xml:lang="ru"><surname>Пасько</surname><given-names>Иван Владимирович</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><email>ipasko@fnkcrr.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3158-8209</contrib-id><name-alternatives><name xml:lang="en"><surname>Podolskaya</surname><given-names>Julia A.</given-names></name><name xml:lang="ru"><surname>Подольская</surname><given-names>Юлия Андреевна</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>research associate</p></bio><bio xml:lang="ru"><p>научный сотрудник</p></bio><email>julia031181@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Kriuchkova</surname><given-names>Alina Y.</given-names></name><name xml:lang="ru"><surname>Крючкова</surname><given-names>Алина Юрьевна</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>laboratory research assistant</p></bio><bio xml:lang="ru"><p>лаборант-исследователь</p></bio><email>alinacriuchkova@yandex.ru</email><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Federal Scientific and Clinical Center of Intensive Care Medicine and Rehabilitology</institution></aff><aff><institution xml:lang="ru">Федеральное государственное бюджетное научное учреждение «Федеральный научно-клинический центр реаниматологии и реабилитологии»</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2021-06-15" publication-format="electronic"><day>15</day><month>06</month><year>2021</year></pub-date><volume>3</volume><issue>2</issue><issue-title xml:lang="en"/><issue-title xml:lang="ru"/><fpage>231</fpage><lpage>242</lpage><history><date date-type="received" iso-8601-date="2021-04-27"><day>27</day><month>04</month><year>2021</year></date><date date-type="accepted" iso-8601-date="2021-06-22"><day>22</day><month>06</month><year>2021</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2021, Nekrasova I.Y., Vorontsova V.S., Kanarskii M.M., Pradhan P.M., Shunenkov D.A., Puzin S.S., Pasko I.V., Podolskaya J.A., Kriuchkova A.Y.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2021, Некрасова Ю.Ю., Воронцова В.С., Канарский М.М., Прадхан П., Шуненков Д.А., Пузин С.С., Пасько И.В., Подольская Ю.А., Крючкова А.Ю.</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="en">Nekrasova I.Y., Vorontsova V.S., Kanarskii M.M., Pradhan P.M., Shunenkov D.A., Puzin S.S., Pasko I.V., Podolskaya J.A., Kriuchkova A.Y.</copyright-holder><copyright-holder xml:lang="ru">Некрасова Ю.Ю., Воронцова В.С., Канарский М.М., Прадхан П., Шуненков Д.А., Пузин С.С., Пасько И.В., Подольская Ю.А., Крючкова А.Ю.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.eco-vector.com/2658-6843/article/view/65949">https://journals.eco-vector.com/2658-6843/article/view/65949</self-uri><abstract xml:lang="en"><p>In this paper, we consider a hardware-software complex based on virtual reality and a non-invasive EEG neurocomputer interface, designed to restore motor functions of the limbs in patients with the consequences of severe acquired brain lesions through ideomotor training. The complex is a flexible system that allows to train any movements of both the upper and lower extremities in any virtual environment with varying degrees of immersiveness. The proposed method for assessing desynchronization of the sensorimotor rhythm during imagining movements and the developed algorithm for ideomotor training have been successfully tested on healthy volunteers.</p></abstract><trans-abstract xml:lang="ru"><p>Представлена работа аппаратно-программного комплекса на основе виртуальной реальности и неинвазивного нейрокомпьютерного интерфейса с учетом ЭЭГ-сигнала, предназначенного для восстановления двигательных функций конечностей у пациентов с последствиями приобретенных тяжелых поражений головного мозга посредством идеомоторной тренировки. Комплекс представляет собой гибкую систему, позволяющую проводить тренировку любых движений как верхними, так и нижними конечностями в любой виртуальной среде с различной степенью иммерсивности. Предложенный в работе метод оценки десинхронизации сенсомоторного ритма при воображении движений и разработанный алгоритм идеомоторной тренировки успешно прошел испытания на здоровых добровольцах.</p></trans-abstract><kwd-group xml:lang="en"><kwd>VR</kwd><kwd>virtual reality</kwd><kwd>neurocomputer interface</kwd><kwd>rehabilitation</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>VR</kwd><kwd>виртуальная реальность</kwd><kwd>нейрокомпьютерный интерфейс</kwd><kwd>реабилитация</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Riener R, Harders M. Virtual reality in medicine. London: Springer; 2012.</mixed-citation></ref><ref id="B2"><label>2.</label><mixed-citation>Попов А.П., Баев М.С., Сютина В.И. 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