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Removing ECG Artifact from the Surface EMG Signal Using Adaptive Subtraction Technique
1Department of Biomedical Engineering, Amirkabir University of technology, Tehran, Iran.
Journal of Biomedical Physics & Engineering
|December 16, 2014
Summary
This study presents an adaptive subtraction method to remove electrocardiogram (ECG) artifact from electromyogram (EMG) signals. The method effectively cleans contaminated EMG, improving signal usefulness for upper trunk muscle recordings.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Neuroscience
Background:
- Electrocardiogram (ECG) artifact significantly contaminates electromyogram (EMG) signals from upper trunk muscles.
- This contamination renders the recorded EMG signals unusable for analysis.
Purpose of the Study:
- To develop and evaluate a method for removing ECG contamination from EMG signals.
- To improve the utility of EMG recordings from the upper trunk.
Main Methods:
- Clean EMG and ECG signals were recorded from leg muscles and V4 lead, respectively.
- A contaminated EMG signal was simulated by combining clean EMG and ECG artifact.
- An adaptive subtraction method, involving QRS detection, ECG template averaging, and low-pass filtering, was applied for artifact removal.
Main Results:
- The adaptive subtraction method achieved a signal-to-noise ratio of 10.493, relative error of 0.04, and cross-correlation of 97%.
- Performance was assessed using qualitative and quantitative metrics, including power spectrum density and coherence.
Conclusions:
- The adaptive subtraction method demonstrates effectiveness in removing ECG artifact from contaminated EMG signals.
- The proposed method yields acceptable results for cleaning upper trunk EMG recordings.
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