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神经肌肉系统的时间序列建模

Time series modeling of neuromuscular system.

作者信息

Agarwal G C, Goodarzi S M, O'Neill W D, Gottlieb G L

出版信息

Biol Cybern. 1984;51(2):103-11. doi: 10.1007/BF00357923.

DOI:10.1007/BF00357923
PMID:6239660
Abstract

The dynamic response of the human ankle joint to a bandlimited random torque perturbation superimposed on a constant bias torque is observed in normal human subjects. The applied torque input, the joint angular rotation output, and the electromyographic activity using surface electrodes from the extensor and the flexor muscles of the ankle joint were recorded. Transfer function models using time series techniques were developed for the torque - angular rotation input-output pair and for the angular rotation - electromyographic activity input-output pair. A parameter constraining technique was applied to develop more reliable models. It is shown that the asymptotic behavior of the system must be taken into account during parameter optimization to develop better predictive models.

摘要

在正常人体受试者中观察了人类踝关节对叠加在恒定偏置扭矩上的带限随机扭矩扰动的动态响应。记录了施加的扭矩输入、关节角旋转输出以及使用来自踝关节伸肌和屈肌的表面电极的肌电活动。使用时间序列技术为扭矩-角旋转输入-输出对以及角旋转-肌电活动输入-输出对开发了传递函数模型。应用了参数约束技术来开发更可靠的模型。结果表明,在参数优化过程中必须考虑系统的渐近行为,以开发更好的预测模型。

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本文引用的文献

1
The relative importance of the gastrocnemius and soleus muscles in the ankle jerk of man.腓肠肌和比目鱼肌在人体踝反射中的相对重要性。
J Neurol Neurosurg Psychiatry. 1963 Apr;26(2):148-50. doi: 10.1136/jnnp.26.2.148.
2
Response to sudden torques about ankle in man. II. Postmyotatic reactions.人体踝关节对突然扭矩的反应。II. 肌张反射后反应。
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Upper extremity limb function discrimination using EMG signal analysis.利用肌电信号分析进行上肢肢体功能判别。
IEEE Trans Biomed Eng. 1983 Jan;30(1):18-29. doi: 10.1109/tbme.1983.325162.
6
A model of spindle afferent response to muscle stretch.纺锤体传入神经对肌肉拉伸反应的模型。
J Neurophysiol. 1983 Apr;49(4):989-1006. doi: 10.1152/jn.1983.49.4.989.
7
Oscillation of the human ankle joint in response to applied sinusoidal torque on the foot.人体踝关节在足部受到正弦扭矩作用时的摆动。
J Physiol. 1977 Jun;268(1):151-76. doi: 10.1113/jphysiol.1977.sp011852.
8
Electromyographic response to pseudo-random torque disturbances of human forearm position.人体前臂位置伪随机扭矩干扰的肌电图反应。
Neuroscience. 1978;3(12):1213-26. doi: 10.1016/0306-4522(78)90141-0.
9
Dependence of human ankle compliance on joint angle.人类踝关节顺应性对关节角度的依赖性。
J Biomech. 1978;11(4):177-81. doi: 10.1016/0021-9290(78)90010-6.
10
Sinusoidal oscillation of the ankle as a means of evaluating the spastic patient.以踝关节正弦振荡作为评估痉挛患者的一种方法。
J Neurol Neurosurg Psychiatry. 1978 Jan;41(1):32-9. doi: 10.1136/jnnp.41.1.32.