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The offline results showed that the average classification accuracy of all subjects reached 90%, and the online task completion rate was over 95%. Users can complete the grab task with minimum commands, avoiding the control burden caused by complex commands. This would provide a useful assistance means for people with severe motor impairment in their daily life. Users can complete the grab task with minimum commands, avoiding the control burden caused by complex commands. This would provide a useful assistance means for people with seve