EEG-Driven Arm Movement Decoding: Combining Connectivity and Amplitude Features for Enhanced Brain–Computer Interface Performance - Darvishi, Hamidreza; Mohammadi, Ahmadreza; Maghami, Mohammad Hossein; Sadeghi, Meysam; Sawan, Mohamad (Bioengineering (Basel), 2025)
Keywords: Accuracy; Algorithms; Amplitudes; Arm; Artificial neural networks; Bandpass filters; Biochips; Brain; Brain research; brain–computer interface; Computer applications; Control systems; Decoding; EEG; Electroencephalography; Electromyography; filter bank common spatial patterns; Filter banks; Fourier transforms; Frequencies; Frequency dependence; Human-computer interface; Implants; Kinematics; Muscle function; neural network; Neural networks; Neural prostheses; Neurophysiology; phase-locking value; Prostheses; Prosthetics; Resampling; Robust control; Root-mean-square errors; electroencephalography; filter bank common spatial patterns; electromyography; brain–computer interface; movement decoding; phase-locking value; neural network; ReliefF; feature selection