Related Experiment Video

Updated: Apr 28, 2026

The Muscle Cuff Regenerative Peripheral Nerve Interface for the Amplification of Intact Peripheral Nerve Signals
07:30

The Muscle Cuff Regenerative Peripheral Nerve Interface for the Amplification of Intact Peripheral Nerve Signals

Published on: January 13, 2022

2.2K

[Cluster-guided adaptive Transformer for muscle fatigue prediction]

Bo Fan1,2, Xueliang Bao1,2, Lei Ding3

  • 1School of Information Engineering, Ningxia University, Yinchuan 750021, P. R. China.

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi = Journal of Biomedical Engineering = Shengwu Yixue Gongchengxue Zazhi
|April 27, 2026
PubMed
Summary

This study introduces a K-means clustering-guided neural architecture search (CG-NAS) for adaptive Transformer models in muscle fatigue monitoring. CG-NAS optimizes Transformer architectures based on surface electromyography (sEMG) signal complexity, improving fatigue prediction accuracy.

Keywords:
Gaussian distributionMuscle fatigue predictionNeural architecture searchSurface electromyographyTransformer

More Related Videos

Functional Isolation of Single Motor Units of Rat Medial Gastrocnemius Muscle06:54

Functional Isolation of Single Motor Units of Rat Medial Gastrocnemius Muscle

Published on: December 26, 2020

5.0K
Determining The Electromyographic Fatigue Threshold Following a Single Visit Exercise Test06:00

Determining The Electromyographic Fatigue Threshold Following a Single Visit Exercise Test

Published on: July 27, 2015

11.9K

Related Concept Videos

Motor Unit Stimulation01:20

Motor Unit Stimulation

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...
4.7K