HSI lab in collaboration with North Carolina State University (NCSU) biomedical engineering and University of Florida (UF) industrial and systems engineering departments were awarded a grant to study cognitive load of electromyography (EMG)-based human-machine interfaces (HMIs). The objective of this collaborative work is to identify differences in cognitive load between different EMG-based HMIs for systems supporting motor skill rehabilitation and activities of daily living for special populations.