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Updated: Jun 10, 2026

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Simultaneous Scalp Electroencephalography (EEG), Electromyography (EMG), and Whole-body Segmental Inertial Recording for Multi-modal Neural Decoding
Published on: July 26, 2013
Surface vs. fine-wire electrode ensemble-averaged signals during gait.
W C Jacobson1, R H Gabel, R A Brand
1Department of Orthopaedic Surgery, The University of Iowa, Iowa City, IA 52242, U.S.A.
Summary
Surface and fine-wire electrodes provide similar dynamic electromyography (EMG) profiles during walking and jogging. Ensemble-averaged EMG analysis shows high pattern similarity, confirming both methods are equivalent for gait analysis.
Area of Science:
- Biomechanics
- Neuroscience
- Sports Science
Background:
- Dynamic electromyography (EMG) is crucial for analyzing muscle activity during movement.
- Ensemble-averaging is a standard technique for processing EMG signals.
- Comparing surface and fine-wire electrodes is essential for accurate EMG analysis.
Purpose of the Study:
- To evaluate the similarity between ensemble-averaged EMG profiles obtained from surface and fine-wire electrodes.
- To assess the reproducibility of muscle activity measurements using both electrode types.
- To determine the equivalence of electrode types for gait analysis.
Main Methods:
- Simultaneous attachment of surface and fine-wire electrodes to the vastus medialis (VM) and biceps femoris (BF) muscles.
- Recording EMG signals during treadmill walking and jogging at self-selected speeds.
- Conditioning EMG signals to linear envelopes and calculating Pearson's correlation coefficients (r) and variance ratios (VR).
Main Results:
- High pattern similarity was observed between surface and fine-wire EMG profiles (r > 0.90) for both VM and BF muscles.
- Low mean variance ratios (VR) indicated reasonable reproducibility for both electrode types.
- Fine-wire electrodes demonstrated comparable variability to surface electrodes in the studied muscles.
Conclusions:
- Ensemble-averaged surface and fine-wire EMG signals are closely equivalent for establishing relative muscle activation profiles during gait.
- Both electrode types offer reliable and reproducible measurements of muscle activity.
- The findings support the interchangeable use of surface and fine-wire electrodes in dynamic EMG studies of gait.

