%0 Journal Article %T Efficiency of binary classification of motor images in human-machine interfaces using neural networks and optimization algorithms %A Zhuravlev, D.V. %A Kalach, A.V. %K asynchronous brain-computer interface, motor images, binary classification, Rosenblatt perceptron, linear discriminant analysis, convolutional neural network %J Modeling of systems and processes %D 2026 %N 19 %P 8 %I FSBE Institution of Higher Education Voronezh State University of Forestry and Technologies named after G.F. Morozov