Enhancing and Shaping Closed-Loop Co-Adaptive Myoelectric Interfaces With Scenario-Guided Adaptive Incremental Learning

• Published in: IEEE journal of biomedical and health informatics Vol. PP; pp. 1 - 12
• Main Authors: Li, Wei, Shao, Jiang, Shi, Ping, Li, Sujiao, Yu, Hongliu
• Format: Journal Article
• Language: English
• Published: United States IEEE 07.05.2025
• Subjects: augmented reality (AR); domain adversarial training; incremental learning; Myoelectric interface; surface electromyography (sEMG)

Virtual environments have been employed in the myoelectric prosthetics field as effective training and assessment tools to enhance intrinsic motivation, thereby encouraging sustained engagement in neuromuscular rehabilitation. However, motivating amputees to maintain consistent participation and per...