肢体位置和掌握负荷对手势分类的影响,使用电肌图,力肌图,以及它们的组合
Peyton R Young1, Kihun Hong1, Eden J Winslow2
1Department of Mechanical and Aerospace Engineering, University of California-Davis, Davis, California, United States of America.
PloS one
|April 10, 2025
概括
将表面电肌图 (EMG) 和力肌图 (FMG) 结合起来,显著提高了手势分类的准确性. 这种融合的方法增强了机械电子设备的控制,有效地适应四肢位置和物体负载变化.
科学领域:
- 生物医学工程 生物医学工程
- 人与计算机的交互
- 康复工程 康复工程
背景情况:
- 表面电肌图 (EMG) 广泛用于设备控制,但容易出现肢体位置和物体重量的错误.
- 强力肌图 (FMG) 通过检测来自肌肉收缩的轴向力提供了一个替代方案,捕获与EMG不同的生理信号.
研究的目的:
- 研究四肢位置和物体负荷对EMG,FMG和EMG-FMG手势联合分类的影响.
- 为了确定合并EMG和FMG信号是否会在不同的条件下提高手势分类的准确性.
主要方法:
- 27名参与者在8个肢体位置和5个物体重量条件下执行了4个手势的抓取和释放任务.
- 对表面电肌图 (EMG),力肌图 (FMG) 和合并EMG-FMG系统进行了分类准确性的评估.
主要成果:
- 肢体位置和物体负载在所有传感方式中显著影响了分类性能.
- 合并的EMG-FMG系统获得了最高的精度 (97.34%),其次是FMG (92.27%),然后是EMG (82.84%).
结论:
- 合并EMG和FMG数据提供了互补的信息,导致更强大的手势分类.
- 结合的方法为设备控制提供了卓越的性能,有效地减轻了由肢体位置和物体负载引起的错误.
相关概念视频
Muscle Coordination and Action
Muscle coordination is a complex and finely tuned process essential for smooth and purposeful movements like flexion, extension, adduction, abduction, and rotation. The human body orchestrates the actions of various muscles working in concert, each with a specific role. Four functional types describe how muscles work together: agonist, antagonist, synergist, and fixator.
Agonists
Agonist muscles, often called prime movers, are the primary muscles responsible for producing a specific movement.
Agonists
Agonist muscles, often called prime movers, are the primary muscles responsible for producing a specific movement.
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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,...


