Electrode Shift Fast Adaptive Correction for Improving Myoelectric Control Interface Performance

• Published in: IEEE sensors journal Vol. 23; no. 20; pp. 25036 - 25047
• Main Authors: Wang, Long, Li, Xiaoling, Chen, Zhangyi, Sun, Zhipeng, Xue, Jingyi
• Format: Journal Article
• Language: English
• Published: New York IEEE 15.10.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Accuracy; Adaptation models; Adaptive control; Adaptive correction; Data augmentation; electrode shift; Electrodes; Feature extraction; Gesture recognition; Model accuracy; Muscles; Myoelectric control; Myoelectricity; Performance degradation; Recognition; Sensors; surface electromyography (sEMG); Training

The emergence of wearable myoelectric armbands has greatly enhanced the convenience and efficiency of users in utilizing myoelectric gesture control interfaces. However, in practical applications, electrode shift can significantly degrade the performance of recognition models. To improve this situat...