Motor Unit Action Potential Based Classification of Hand and Arm Motions

Michael D. Twardowski,Michael D. Chan,Zhi Li,Gianluca De Luca,Joshua C. Kline,John P. Chiodini,Michael D. Twardowski,Michael D. Chan,Zhi Li,Gianluca De Luca,Joshua C. Kline,John P. Chiodini

While motion classification architectures have improved in accuracy and robustness in recent years, computationally expensive approaches and sophisticated hardware dependencies limit their real-world applicability. To overcome these challenges, we have designed a lightweight, realtime architecture for classifying motions of the arm & hand using features derived from motor unit action potentials wi...