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Updated: May 9, 2026

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In Vivo Measurement of Hindlimb Dorsiflexor Isometric Torque from Pig
Published on: September 3, 2021
Influence of joint angle on EMG-torque model during constant-posture, quasi-constant-torque contractions
Pu Liu1, Lukai Liu, Francois Martel
1Worcester Polytechnic Institute, Worcester, MA 01609, USA.
Summary
Advanced electromyogram (EMG) processing improves elbow torque estimation, especially when accounting for joint angle and muscle co-contraction. This enhances biomechanical models for applications like prosthesis control.
Area of Science:
- Biomechanics
- Neuroscience
- Biomedical Engineering
Background:
- Electromyogram (EMG)-torque modeling is crucial for ergonomics, clinical biomechanics, and prosthesis control.
- Accurately modeling the influence of joint angle on EMG-torque relationships is a key challenge.
Purpose of the Study:
- To investigate advanced EMG amplitude estimation processors for improved EMG-torque modeling.
- To evaluate non-linear EMG-torque models that account for joint angle influence.
- To assess the impact of antagonist muscle co-contraction on torque estimation.
Main Methods:
- Surface EMG signals from biceps/triceps of 12 subjects were recorded during elbow contractions.
- Advanced EMG amplitude (EMGσ) estimation techniques (whitened, multiple-channel) were employed.
- Three non-linear EMGσ-torque models were evaluated, including those parameterized for angle dependence and co-contraction.
Main Results:
- Models incorporating joint angle dependence achieved a minimum error of 4.17±1.7% (MVCF90).
- Advanced EMGσ processors significantly improved joint torque estimation accuracy.
- Accounting for antagonist co-contraction increased estimated flexion muscle torques by ~29% and extension torques by ~68%.
Conclusions:
- Advanced EMG signal processing enhances the accuracy of EMG-torque models.
- Parameterizing angle dependence and including co-contraction are vital for precise torque estimation.
- These findings advance EMG-based biomechanical modeling for various applications.
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