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Study of the effects of motor unit recruitment and firing statistics on the signal-to-noise ratio of a myoelectric control channel.

作者信息

Zhang Y T, Parker P A, Scott R N

机构信息

Electrical Engineering Department, University of New Brunswick, Fredericton, Canada.

出版信息

Med Biol Eng Comput. 1990 May;28(3):225-31. doi: 10.1007/BF02442671.

DOI:10.1007/BF02442671
PMID:2377004
Abstract

An important measure of the performance of a myoelectric control channel for powered artificial limbs is the myoelectric signal processor output signal-to-noise ratio (SNR). The signal and noise in this context are, respectively, the mean and variance of the estimate of some signal parameter to be used for control purposes. These quantities are determined by the signal processor, motor unit recruitment and motor unit firing statistics. The paper investigates, through analytical, simulation and experimental work, the role and significance of recruitment and firing statistics in channel performance. Equations are derived which express, for the single and multi-unit cases, channel SNR as a function of the number of active units, firing rates, action potential amplitude variation and action potential moments. A computer-simulated myoelectric signal is generated in which these variables can be controlled and SNR measured. The simulation results are compared with the theoretical and found to agree very well. Limited experiments with wire intramuscular electrodes and surface electrodes are performed to measure in vivo SNR from the biceps brachii muscle. The results of the experiments agree well with those of the simulation and theoretical work. The significance of this work is that it provides insight into the roles of important physiological parameters in myoelectric channel performance. It will also provide data necessary for the development of SNR enhancement techniques.

摘要

相似文献

1
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2
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引用本文的文献

1
Effects of the physiological parameters on the signal-to-noise ratio of single myoelectric channel.生理参数对单个肌电通道信噪比的影响。
J Neuroeng Rehabil. 2007 Aug 8;4:29. doi: 10.1186/1743-0003-4-29.
2
Control performance characteristics of myoelectric signal with additive interference.具有加性干扰的肌电信号的控制性能特征
Med Biol Eng Comput. 1991 Jan;29(1):84-8. doi: 10.1007/BF02446301.

本文引用的文献

1
Myoelectric signal processing: optimal estimation applied to electromyography--Part II: experimental demonstration of optimal myoprocessor performance.肌电信号处理:应用于肌电图的最优估计——第二部分:最优肌电信号处理器性能的实验演示
IEEE Trans Biomed Eng. 1980 Jul;27(7):396-410. doi: 10.1109/TBME.1980.326653.
2
Optimizing the acquisition and processing of surface electromyographic signals.优化表面肌电信号的采集与处理
J Biomed Eng. 1981 Apr;3(2):100-6. doi: 10.1016/0141-5425(81)90002-9.
3
Some theoretic results on a digital EMG signal processor.
IEEE Trans Biomed Eng. 1984 Apr;31(4):333-41. doi: 10.1109/TBME.1984.325343.
4
Statistical analysis of motor unit firing patterns in a human skeletal muscle.人体骨骼肌运动单位放电模式的统计分析。
Biophys J. 1969 Oct;9(10):1233-51. doi: 10.1016/S0006-3495(69)86448-9.
5
Signal versus noise characteristics of filtered EMG used as a control source.用作控制源的滤波肌电图的信号与噪声特性。
IEEE Trans Biomed Eng. 1971 Jan;18(1):16-22. doi: 10.1109/tbme.1971.4502784.
6
An improved bipolar wire electrode for electromyography.一种用于肌电图的改进型双极线状电极。
Med Biol Eng. 1969 Nov;7(6):677-8. doi: 10.1007/BF02551738.
7
Statistics of the myoelectric signal from monopolar and bypolar electrodes.来自单极和双极电极的肌电信号统计。
Med Biol Eng. 1973 Sep;11(5):591-6. doi: 10.1007/BF02477404.
8
A model for myoelectric signal generation.
Med Biol Eng. 1974 Jan;12(1):29-41. doi: 10.1007/BF02629832.
9
A practical electrode-array myoprocessor for surface electromyography.一种用于表面肌电图的实用电极阵列肌电信号处理器。
IEEE Trans Biomed Eng. 1989 Feb;36(2):295-9. doi: 10.1109/10.16479.
10
Stochastic properties of motoneuron activity and the effect of muscular length.运动神经元活动的随机特性及肌肉长度的影响。
Biol Cybern. 1975 Sep 18;19(4):231-7. doi: 10.1007/BF02281973.