User Training With Error Augmentation for sEMG-Based Gesture Classification

• Main Authors: Yunus Bicer (Author), Niklas Smedemark-Margulies (Author), Basak Celik (Author), Elifnur Sunger (Author), Ryan Orendorff (Author), Stephanie Naufel (Author), Tales Imbiriba (Author), Deniz Erdogmus (Author), Eugene Tunik (Author), Mathew Yarossi (Author)
• Format: Book
• Published: IEEE, 2024-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

We designed and tested a system for real-time control of a user interface by extracting surface electromyographic (sEMG) activity from eight electrodes in a wristband configuration. sEMG data were streamed into a machine-learning algorithm that classified hand gestures in real-time. After an initial...