Phantom movements from physiologically inappropriate muscles: A case study with a high transhumeral amputee

Individuals with high-level amputation have a great need for functional prostheses because of their vast functional deficits. Conventional techniques are considered inappropriate for high-level amputees due to the lack of physiologically appropriate muscles. This study investigates how accurate phantom movements (PMs) can be classified from physiologically inappropriate muscles. The study involves a case study of a 42-year-old transhumeral amputee. Suitable PMs and best electrode configuration were identified using the sequential forward selection method and brute-force technique. Using linear discriminant analysis, the best PMs (elbow extension/flexion, wrist supination/pronation) and rest were classified with error ranging from 3% to 0.18% when using 3 to 8 EMG channels respectively. A completion rate of 93 % was obtained during a targeted achievement control test in a virtual reality environment. This case indicates that a proximal transhumeral amputee can generate muscle activation patterns related to distinct PMs; and these PMs can be decoded from physiologically inappropriate muscles.