A Supervised Feature Projection for Real-Time Multifunction Myoelectric Hand Control

• Published in: 2006 International Conference of the IEEE Engineering in Medicine and Biology Society Vol. 2006; pp. 2417 - 2420
• Main Authors: Chu, Jun-Uk, Moon, Inhyuk, Mun, Mu-Seong
• Format: Conference Proceeding Journal Article
• Language: English
• Published: United States IEEE 2006
• Subjects: Adult; Algorithms; Artificial Intelligence; Computer Systems; Data mining; Electromyography; Electromyography - methods; Feature extraction; Feedback - physiology; Female; Hand - physiology; Humans; Linear discriminant analysis; Male; Multilayer perceptrons; Muscle Contraction - physiology; Muscle, Skeletal - physiology; Orthotic Devices; Pattern recognition; Pattern Recognition, Automated - methods; Reproducibility of Results; Sensitivity and Specificity; Vectors; Visualization; Wavelet packets; Wavelet transforms

EMG pattern recognition is essential for the control of a multifunction myoelectric hand. The main goal of this study is to develop an efficient feature projection method for EMG pattern recognition. To this end, we propose a linear supervised feature projection that utilizes linear discriminant ana...