Paszkiel Applications of Brain-Computer Interfaces in Intelligent Technologies 9783031055003

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Автор: Paszkiel
Название: Applications of Brain-Computer Interfaces in Intelligent Technologies
ISBN: 9783031055003
Издательство: Springer
Классификация:

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Искусственный интеллект

ISBN-10: 3031055004
Обложка/Формат: Hardback
Страницы: 110
Вес: 0.36 кг.
Дата издания: 23.07.2022
Серия: Studies in Computational Intelligence
Язык: English
Издание: 1st ed. 2022
Иллюстрации: 58 illustrations, color; 6 illustrations, black and white; xiv, 110 p. 64 illus., 58 illus. in color.
Размер: 235 x 155
Читательская аудитория: Professional & vocational
Основная тема: Engineering
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: The BCI technology finds newer and newer implementations. Year by year, the number of publications in this field grows exponentially. This book attempts to describe the implementation of the brain-computer technology based on both STM32 and Arduino microcontrollers. In addition, the application of BCI technology in the field of intelligent houses, robotic lines as well as in the field of bionic prostheses was presented. One of the chapters of the monograph also discusses the issue of fMRI in the context of the possibility of analyzing images made as part of fMRI through solutions based on machine learning. A practical implementation of the TensorFlow framework was presented. The fMRI technique is also often implemented in BCI solutions. The conducted literature studies show that the technology of BCI is undoubtedly a technology of the future. However, there is a need for continuous development of biomedical signal processing methods in order to obtain the most efficient implementations in the case of non-invasive implementation of BCI technology based on EEG. The further development of BCI technology has a huge impact on the techniques of rehabilitation of people with disabilities. Nowadays, wheelchairs are being constructed, thanks to which a disabled person is physically able to direct his position in a certain direction and at a certain speed. Thanks to BCI, it is also possible to create an individual speech synthesizer, with the help of which a paralyzed person will be able to communicate with the outside world. New limb prostheses that will replace the lost locomotor system in almost one hundred percent are still being developed. Some prostheses are connected to the human nervous system, thanks to which they are able to send feedback to our brain about the shape, hardness and temperature of the object held in the artificial limb.
Дополнительное описание: Introduction.- Population models of neuronal ensembles for BCI technology.- Methods of analyzing EEG signals for the needs of BCI technology including Motor Imagery.- Application of brain-computer interface technology in neurogaming.

Applications of Brain-Computer Interfaces in Intelligent Technologies, Paszkiel