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Comparing Gait Trials with Greedy Template Matching
Aliénor Vienne-Jumeau1, Laurent Oudre2,3,4, Albane Moreau1
1COGNAC-G (UMR 8257), CNRS Service de Santé des Armées University Paris Descartes, 75006 Paris, France.
Sensors (Basel, Switzerland)
|July 25, 2019
Summary
A new algorithm compares gait trials using inertial measurement units (IMUs) and step templates. This method quantifies gait similarity for tracking individuals over time.
Area of Science:
- Biomechanics
- Wearable Technology
- Data Analysis
Background:
- Gait assessment is crucial for monitoring neurological diseases and elderly populations.
- Standard gait features are often insufficient for detailed trial comparison.
- Inertial Measurement Units (IMUs) offer potential for longitudinal gait analysis.
Purpose of the Study:
- To introduce a novel algorithm for comparing two gait trials using IMU data.
- To develop a quantitative measure of gait similarity between trials.
Main Methods:
- The algorithm extracts step templates from one gait trial.
- It employs a greedy template matching approach to find similar steps in a second trial.
- A similarity index (SId) between 0 and 1 is generated.
Main Results:
- The algorithm successfully quantifies gait similarity.
- Results demonstrated effectiveness in both healthy subjects and those with multiple sclerosis.
- The SId reflects the similarity of gait patterns observed in the trials.
Conclusions:
- The developed algorithm provides a robust method for comparing gait trials.
- This tool is valuable for both inter-individual gait comparisons and longitudinal patient follow-up.
- The approach enhances the utility of IMUs in clinical gait analysis.
Keywords:
biomedical signal processinggait analysisinertial measurement unitspattern recognitionphysiological signalsstep detectionMore Related Videos
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