학술논문

Electromyogram Bandwidth Requirements When the Signal is Whitened
Document Type
Periodical
Source
IEEE Transactions on Neural Systems and Rehabilitation Engineering IEEE Trans. Neural Syst. Rehabil. Eng. Neural Systems and Rehabilitation Engineering, IEEE Transactions on. 22(3):664-670 May, 2014
Subject
Bioengineering
Computing and Processing
Robotics and Control Systems
Signal Processing and Analysis
Communication, Networking and Broadcast Technologies
Electromyography
Bandwidth
Cutoff frequency
Signal to noise ratio
Torque
Electrodes
Biological system modeling
biomedical signal processing
electromyography
electromyogram (EMG) amplitude estimation
EMG signal processing
whitening
Language
ISSN
1534-4320
1558-0210
Abstract
Whitening the surface electromyogram (EMG) improves EMG amplitude $({\rm EMG}\sigma)$ and EMG-torque estimation. Laboratory studies utilizing contraction levels up to maximum voluntary contraction (MVC) show that whitening is useful over a frequency band extending to 1000–2000 Hz. However, EMG electrode systems with such wide bandwidth are uncommon, particularly in real-time applications; and these contraction levels are also not common. Thus, we studied the influence of the frequency band over which whitening was performed versus the resulting performance. Low-level, torque-varying contractions (average torque level of 18.5% flexion MVC) of the elbow were contrasted with medium-level 50% MVC constant-torque contractions. For each, the maximum whitening bandwidth was varied between 30–2000 Hz. The low-level contractions (which incorporate the contraction range of most daily tasks) showed that performance utilizing frequencies out to 400–500 Hz was not statistically different $(p than results out to the full available frequency (2000 Hz). For the medium-level (50% MVC) contractions, frequencies out to 800–900 Hz were statistically equivalent to the full bandwidth. These results suggest that conventional electrodes with a typical passband of $\sim$ 500 Hz are appropriate when whitening data from contraction levels typically experienced in many applications. Wider bandwidths may be advantageous for strenuous activities.