神经肌肉骨建模用于从运动单元活动中在线估计连续手腕运动
概括
这项研究引入了一种新的神经肌肉骨模型,该模型将手腕运动与运动单元 (MU) 活动解码. 该模型准确地估计了关节的角度,进步了对神经驱动运动的理解.
科学领域:
- 生物力学 生物力学
- 神经科学是一个神经科学.
- 康复工程 康复工程
背景情况:
- 从动力单元 (MU) 活动中解码运动意图是具有挑战性的.
- 理解神经驱动器对宏观运动的理解是有限的.
研究的目的:
- 提出一种创新的神经肌肉骨 (NMS) 模型,用于在线估计使用MU活动的连续手腕运动.
- 提高从神经信号到运动的过渡的理解.
主要方法:
- 开发了一个神经肌肉骨模型,利用MU发射和波形.
- 将MU定位为肌单位 (MTU) 并计算MU特定的神经刺激.
- 整合了MU特定的神经刺激到肌肉骨模型中,用于关节角度估计.
- 收集了高密度表面电肌图和从8名参与者进行手腕运动的角度数据.
主要成果:
- 拟议的NMS模型在最先进的模型上显示出明显的优势 (p < 0.05).
- 实现了最小的正常化根平均平方误差 (0.10 ± 0.02).
- 获得了最高的确定系数 (0.87 ± 0.06).
结论:
- 该研究提供了一种新的方法来解码MU活动中的关节运动.
- 这些发现在运动控制,生物力学和神经康复工程方面有潜在的应用.
- 该模型推进了NMS模型开发,用于多度自由度控制.
相关概念视频
Generation of Action Potential in Skeletal Muscles
Every cell in the body maintains a membrane potential due to an uneven distribution of positive and negative charges across its plasma membrane. The membrane potential is measured in millivolts and quantifies the difference in charge across the membrane.
Like neurons, muscle cells are also regarded as excitable due to their capacity to change in response to stimuli, primarily due to voltage-gated ion channels embedded in their plasma membranes, which get activated by alterations in the cell's...
Like neurons, muscle cells are also regarded as excitable due to their capacity to change in response to stimuli, primarily due to voltage-gated ion channels embedded in their plasma membranes, which get activated by alterations in the cell's...
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The pectoralis major has two origins. Its clavicular head originates on the medial half of the clavicle. In contrast, the sternocostal head originates on the costal cartilages of ribs 1-6, the sternum, and the aponeurosis of the external oblique of the...
The pectoralis major has two origins. Its clavicular head originates on the medial half of the clavicle. In contrast, the sternocostal head originates on the costal cartilages of ribs 1-6, the sternum, and the aponeurosis of the external oblique of the...
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Forearm Flexors
The biceps brachii, brachialis, and brachioradialis are forearm flexors. The biceps brachii is made up of two heads. Its long head originates at the supraglenoid tubercle of the scapula, whereas that of the short head is...
Forearm Flexors
The biceps brachii, brachialis, and brachioradialis are forearm flexors. The biceps brachii is made up of two heads. Its long head originates at the supraglenoid tubercle of the scapula, whereas that of the short head is...
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The muscles of the forearm that move the wrist, hand, and digits are numerous and diverse. They can be classified into two groups based on their location and function — the anterior and posterior compartment muscles.
Anterior Compartment
The anterior compartment muscles originate from the humerus. They primarily function as flexors and are also known as flexor muscles. They typically insert on the carpals, metacarpals, and phalanges. The superficial layer includes the flexor carpi radialis,...
Anterior Compartment
The anterior compartment muscles originate from the humerus. They primarily function as flexors and are also known as flexor muscles. They typically insert on the carpals, metacarpals, and phalanges. The superficial layer includes the flexor carpi radialis,...


