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相关概念视频

Motor Unit Stimulation01:20

Motor Unit Stimulation

1.4K
When the neuron of a motor unit fires an action potential, it triggers a series of events, leading to a twitch contraction in the muscle fibers. The process of excitation-contraction coupling is crucial in relaying the action potential to the muscle fibers.
The latent period of contraction marks the onset of excitation-contraction coupling, when the action potential propagates across the sarcolemma, preparing the muscle fibers for contraction. As the fibers enter the contraction phase, the...
1.4K
Motor Units01:13

Motor Units

3.7K
The motor unit is a fundamental component of the neuromuscular system and plays a crucial role in coordinating muscle contractions. It consists of a somatic motor neuron, which connects and controls multiple skeletal muscle fibers, forming a single functional segment. The axon of the motor neuron branches out and establishes synaptic connections known as neuromuscular junctions with individual muscle fibers within the motor unit.
Motor units come in different sizes, with smaller units...
3.7K
Muscle Stimulation Frequency01:22

Muscle Stimulation Frequency

2.0K
The contraction strength of muscles is regulated by motor neurons, which modulate the frequency of action potentials dispatched to the motor units based on the body's requirements. This process of varying the muscle stimulation frequency allows muscles to contract with a force that is precisely tailored to the needs of the moment, whether lifting a feather or a heavy box.
Wave summation
At low firing rates, motor neurons induce individual twitch contractions in muscle fibers. These twitches...
2.0K
Downsampling01:20

Downsampling

121
When considering a sampled sequence with zero values between sampling instants, one can replace it by taking every N-th value of the sequence. At these integer multiples of N, the original and sampled sequences coincide. This process, known as decimation, involves extracting every N-th sample from a sequence, thereby creating a more efficient sequence.
The Fourier transform of the decimated sequence reveals a combination of scaled and shifted versions of the original spectrum. This...
121

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CMAP Scan MUNE MScan - A Novel Motor Unit Number Estimation MUNE Method
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CMAP Scan MUNE MScan - A Novel Motor Unit Number Estimation MUNE Method

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基于频道选择和波段转换的数据压缩保存了电机单元信息.

Siyu Wang, Kiara N Quinn, Ariel Slepyan

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |March 5, 2025
    PubMed
    概括

    本研究介绍了用于假肢控制的两阶段数据压缩策略. 它通过选择更少的活跃通道和使用波形变换来减少数据,显著改善了先进假肢功能的无线传输.

    科学领域:

    • 生物医学工程 生物医学工程
    • 康复技术 康复技术 康复技术
    • 信号处理 信号处理

    背景情况:

    • 基于机动单元的控制和可植入的接口增强了假肢的功能.
    • 无线传输的局限性阻碍了高密度电机单元数据的集成.
    • 高采样率和频道计数是捕获详细的电机单元信号所必需的.

    研究的目的:

    • 为假肢控制系统开发和评估数据压缩策略.
    • 为了克服无线传输处理高密度电机单元数据的局限性.
    • 通过高效的数据处理,实现更好的假肢控制.

    主要方法:

    • 研究了一种两阶段的数据压缩策略:主动通道选择和波形变换.
    • 使用db4波段来压缩原始电肌图 (EMG) 信号.
    • 使用高密度电极沿肌肉纤维放置用于通道选择.

    主要成果:

    • 波形压缩 (db4) 将原始EMG信号减少到原始大小的0.63%,WMSE误差低 (0.109) 和高相关性 (0.9741±0.972).
    • 组合的频道选择和波形变换压缩了99.82%的传输数据.
    • 通过组合方法保持了0.706 ± 0.169的平均相关系数 (MCC).

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    Functional Isolation of Single Motor Units of Rat Medial Gastrocnemius Muscle

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    结论:

    • 拟议的波形压缩管道有效地减少了EMG数据大小,同时保持了信号完整性.
    • 双阶段压缩策略显著提高了数据传输能力,用于先进的假肢控制.
    • 这种方法促进了基于运动单元的控制与可植入接口的集成,以改善假肢.