Time series modeling of surface EMG based hand manipulation identification via expectation maximization algorithm

• Published in: Neurocomputing (Amsterdam) Vol. 168; pp. 661 - 668
• Main Authors: Lu, Yang, Ju, Zhaojie, Liu, Yurong, Shen, Yuxuan, Liu, Honghai
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 30.11.2015
• Subjects: Expectation maximization algorithm; Hidden Markov model; Surface electromyography recognition; Time series data; Hidden Markov model; Surface electromyography recognition; Expectation maximization algorithm; Time series data

In this paper, we focus on the method of employing the expectation maximization (EM) algorithm to the modeling of surface electromyography (sEMG) signals based on hand manipulations via available time series of the measured data. The model for the sEMG is developed as a hidden Markov model (HMM) fra...