SVR modelling of mechanomyographic signals predicts neuromuscular stimulation-evoked knee torque in paralyzed quadriceps muscles undergoing knee extension exercise

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SVR modelling of mechanomyographic signals predicts neuromuscular stimulation-evoked knee torque in paralyzed quadriceps muscles undergoing knee extension exercise

机译：机制信号的SVR建模预测瘫痪的Quadriceps肌肉中的神经肌肉刺激诱发的膝盖扭矩进行膝关节延长运动

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Background and objective: Using traditional regression modelling, we have previously demonstrated a positive and strong relationship between paralyzed knee extensors' mechanomyographic (MMG) signals and neuromuscular electrical stimulation (NMES)-assisted knee torque in persons with spinal cord injuries. In the present study, a method of estimating NMES-evoked knee torque from the knee extensors' MMG signals using support vector regression (SVR) modelling is introduced and performed in eight persons with chronic and motor complete spinal lesions.

机译：背景和目的：使用传统的回归建模，我们之前已经证明了瘫痪的膝盖延伸的机制（MMG）信号和神经肌肉电刺激（NMES）的脊髓损伤人员之间的积极和强大的关系。在本研究中，引入了使用支持向量回归（SVR）建模的膝关节延伸的MMG信号估计NMES诱发的膝盖扭矩（SVR）建模的方法，并在八人中进行慢性和电动机完全脊柱病变。

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《Computers in Biology and Medicine》 |2020年第2020期|共8页
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正文语种 eng
中图分类计算技术、计算机技术;
关键词
Neuromuscular electrical stimulation; Muscle force; Mechanomyography; Knee torque; Support vector regression;

机译：神经肌肉电气刺激;肌肉力;力学术;膝盖扭矩;支持向量回归;

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1. SVR modelling of mechanomyographic signals predicts neuromuscular stimulation-evoked knee torque in paralyzed quadriceps muscles undergoing knee extension exercise [J] . Computers in Biology and Medicine . 2020,第期

机译：机制信号的SVR建模预测瘫痪的Quadriceps肌肉中的神经肌肉刺激诱发的膝盖扭矩进行膝关节延长运动
2. Experimental muscle pain of the vastus medialis reduces knee joint extensor torque and alters quadriceps muscle contributions as revealed through musculoskeletal modeling [J] . Teresa E. Flaxman, Mohammad S. Shourijeh, Tine Alkjaer, Clinical biomechanics . 2019,第期

机译：基础肌肉的实验肌肉疼痛可减少膝关节伸肌扭矩，并改变通过肌肉骨骼建模所揭示的Quadriceps肌肉贡献
3. Comparison of neuromuscular and quadriceps strengthening exercise in the treatment of varus malaligned knees with medial knee osteoarthritis: a randomised controlled trial protocol [J] . Kim L Bennell, Thorlene Egerton, Tim V Wrigley, BMC Musculoskeletal Disorders . 2011,第1期

机译：神经肌肉和股四头肌强化运动治疗内侧内侧膝骨关节炎内翻畸形膝盖的比较：一项随机对照试验方案
4. Quadriceps femoris muscle function characteristics in women with early knee osteoarthritis: a 2-year exercise therapy study [C] . Lamson L., Tamm A., Gapeyeva H., European Federation for Research in Rehabilitation . 2009

机译：Quadriceps股骨肌功能肌肉功能特征，女性早期膝关节骨关节炎：2年的运动疗法研究
5. A Comparison of Open and Closed Chain Knee Extension Exercises on Patterns of Quadriceps Hypertrophy [D] . Angelino, Domenic. 2020

机译：Quadriceps肥大模式的开放和闭链膝关节延长锻炼的比较
6. Differential Glucose Uptake in Quadriceps and Other Leg Muscles During One-Legged Dynamic Submaximal Knee-Extension Exercise [O] . Kari K. Kalliokoski, Robert Boushel, Henning Langberg, 2011

机译：一腿动态超最大屈膝运动中四头肌和其他腿部肌肉的差异葡萄糖摄取
7. Contribution of Each Motor Point of Quadriceps Femoris to Knee Extension Torque During Neuromuscular Electrical Stimulation [O] . Derrick Lim, Mikael Del Castillo, Austin J. Bergquist, 2021

机译：Quadriceps股骨的每个电机点的贡献在神经肌肉电刺激期间膝关节延长扭矩

SVR modelling of mechanomyographic signals predicts neuromuscular stimulation-evoked knee torque in paralyzed quadriceps muscles undergoing knee extension exercise

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