SVM-enhanced attention mechanisms for motor imagery EEG classification in brain-computer interfaces

Brain-Computer Interfaces (BCIs) leverage brain signals to facilitate communication and control, particularly benefiting individuals with motor impairments. Motor imagery (MI)-based BCIs, utilizing non-invasive electroencephalography (EEG), face challenges due to high signal variability, noise, and...

Бүрэн тодорхойлолт

Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	Zhenis Otarbay, Abzal Kyzyrkanov
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Frontiers Media S.A. 2025-07-01
Цуврал:	Frontiers in Neuroscience
Нөхцлүүд:	brain-computer interface motor imagery EEG classification deep learning convolutional neural network long short-term memory
Онлайн хандалт:	https://www.frontiersin.org/articles/10.3389/fnins.2025.1622847/full
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!