Electrode Shift Robust CNN for High-Density Myoelectric Pattern Recognition Control
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2022.3204996
Abstract: Under the ideal condition, traditional myoelectric pattern recognition systems can achieve superior performance in recognizing motion intents. However, in practical applications, electrode shift is inevitable during the rewearing of the electrodes. The data variation caused… read more here.
Keywords: shift robust; cnn; myoelectric pattern; electrode shift ... See more keywords
Domain Adaptation With Self-Guided Adaptive Sampling Strategy: Feature Alignment for Cross-User Myoelectric Pattern Recognition
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Neural Systems and Rehabilitation Engineering"
DOI: 10.1109/tnsre.2022.3173946
Abstract: Gestural interfaces based on surface electromyographic (sEMG) signal have been widely explored. Nevertheless, due to the individual differences in the sEMG signals, it is very challenging for a myoelectric pattern recognition control system to adapt… read more here.
Keywords: cross user; myoelectric pattern; domain; cross ... See more keywords
Myoelectric Pattern Recognition Performance Enhancement Using Nonlinear Features
Sign Up to like & getrecommendations! Published in 2022 at "Computational Intelligence and Neuroscience"
DOI: 10.1155/2022/6414664
Abstract: The multichannel electrode array used for electromyogram (EMG) pattern recognition provides good performance, but it has a high cost, is computationally expensive, and is inconvenient to wear. Therefore, researchers try to use as few channels… read more here.
Keywords: myoelectric pattern; recognition performance; feature extraction; pattern recognition ... See more keywords
Rejecting Novel Motions in High-Density Myoelectric Pattern Recognition Using Hybrid Neural Networks
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Neurorobotics"
DOI: 10.3389/fnbot.2022.862193
Abstract: The objective of this study is to develop a method for alleviating a novel pattern interference toward achieving a robust myoelectric pattern-recognition control system. To this end, a framework was presented for surface electromyogram (sEMG)… read more here.
Keywords: rejecting novel; motion; using hybrid; myoelectric pattern ... See more keywords