On the Decoding of Shoulder Joint Intent of Motion From Transient EMG: Feature Evaluation and Classification

• Published in: IEEE transactions on medical robotics and bionics Vol. 5; no. 4; pp. 1037 - 1044
• Main Authors: Tigrini, Andrea, Verdini, Federica, Fioretti, Sandro, Mengarelli, Alessandro
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 01.11.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Classification; Electromyography; Feature extraction; Frequency domain analysis; Human computer interaction; human-machine interface; Indexes; Joints; Motion estimation; Motion intent detection; Motion perception; Myoelectric control; Myoelectricity; Pattern recognition; Prostheses; Shoulder; shoulder joint; Training; Transient analysis

Motion intent detection for shoulder actions may allow the early decoding of upper limb motions, thus enhancing the real-time usability of rehabilitative devices and prosthetics. In this study we faced a motion intent detection problem involving four shoulder movements by using transient epochs of s...