sEMG-Driven Robotic Manipulation in Simulation: LOPO Classification, Confidence-Gated Supervision, and Gesture-Scheduled LQR Control
Surface electromyography (sEMG) gesture classifiers consistently achieve high accuracy under random-split validation, yet performance degrades substantially under participant-independent evaluation, and classification accuracy alone does not establish effective robotic control. This study combines offline gesture recog...