模拟电刺激特性,以确定电流刺激的最佳振幅

Q3 Computer Science
Olha Yeroshenko, I. Prasol, M. Suknov
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引用次数: 4

摘要

研究主题-在医疗过程中对人体骨骼肌进行电刺激的过程。本研究的主题是电刺激特性的数学模型,该模型将肌肉收缩的幅度和刺激效果的幅度联系起来。目前的工作开发了一个分析表达式形式的数学模型,以描述肌肉收缩幅度对电刺激幅度的依赖性。需要解决的任务:分析肌肉收缩幅度在刺激脉冲幅度中的依赖特性;对模型进行结构和参数识别;将实际数据进行比较,评价模型的准确性;使用所获得的模型进行分析描述,目的是先验地确定最佳刺激幅度。方法采用数学建模方法、结构参数识别方法、模型近似方法、参数优化方法、数学分析方法。结果提出了一个五次多项式形式的分析模型,该模型反映了肌肉收缩幅度对刺激幅度的依赖性;选择多项式的次数,并且使用参数优化来获得模型的系数;建立了模型轨迹,并对模型精度进行了估计;得到了一个方程,并找到了其可能的解,以确定刺激幅度的最佳值;研究结果的实际应用得到了验证。所获得的结果可用于在一次治疗期间选择电刺激的个体效果,也可用于在整个康复过程中进行推断。科学新颖性:获得了骨骼肌收缩幅度对电刺激幅度依赖性的分析描述,从而可以确定电肌肉刺激的个体最佳参数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling of electrostimulation characteristics to determine the optimal amplitude of current stimuli
The subject of research- the process of human skeletal muscles electrical stimulation during medical therapy. The subject of the study is a mathematical model of electrostimulation characteristics, which links the amplitude of muscle contraction and the stimulating effect amplitude. The current work develops a mathematical model in the form of an analytical expression to describe the muscle contraction amplitude dependence on electrical stimulus amplitude. Tasks to be solved: to analyze the dependence peculiarity of muscle contraction amplitude in stimulating impulse amplitude; conduct structural and parametric identification of the model; compare the results obtained using practical data, evaluate the model accuracy; use the obtained model for analytical description with the aim of a priori determination of the optimal stimulus amplitude. Methods used mathematical modeling method, methods of structural and parametric identification of models, approximation methods, parametric optimization methods, mathematical analysis methods. Results obtained an analytical model in the form of a 5th degree polynomial is proposed, which reflects the dependence of muscle contraction amplitude in the stimulus amplitude; the degree of the polynomial is selected and the coefficients of the model are obtained using parametric optimization; a model trajectory was built and the accuracy of modeling was estimated; an equation was obtained and its possible solutions were found to determine the optimal value of the stimulus amplitude; the practical application of the research results was substantiated. The results obtained can be used in the selection of individual effects of electrical stimulation during one session, as well as with extrapolation during the entire rehabilitation process. Scientific novelty: an analytical description showing the dependence of skeletal muscle contraction amplitude on the electrical stimulus amplitude was obtained, which allows determining individual optimal parameters of electromyostimulation.
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来源期刊
Radioelectronic and Computer Systems
Radioelectronic and Computer Systems Computer Science-Computer Graphics and Computer-Aided Design
CiteScore
3.60
自引率
0.00%
发文量
50
审稿时长
2 weeks
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