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Sampling frequency influences sample entropy of kinematics during walking
Peter C Raffalt1,2, John McCamley3, William Denton4
1Julius Wolff Institute for Biomechanics and Musculoskeletal Regeneration, Charité-Universitätsmedizin Berlin, Berlin, Germany.
Medical & Biological Engineering & Computing
|November 5, 2018
Summary
Sample entropy (SaEn) analysis of walking gait is sensitive to sampling frequency. Higher frequencies decrease SaEn, while the number of strides has minimal impact, suggesting data points per stride are key.
Area of Science:
- Biomechanics
- Kinematics
- Complexity Science
Background:
- Sample entropy (SaEn) quantifies gait regularity using joint angle data.
- Previous studies have not fully explored the impact of sampling frequency and stride count on SaEn calculations for lower limb kinematics.
Purpose of the Study:
- To investigate how variations in sampling frequency and the number of strides affect Sample Entropy (SaEn) calculations for lower limb joint angles during walking.
- To determine the optimal parameters for reliable SaEn analysis in gait kinematics.
Main Methods:
- Eleven subjects underwent 10-minute treadmill walking sessions at their preferred speed.
- Sagittal plane hip, knee, and ankle joint angle data were collected.
- SaEn was computed using stride counts of 50, 100, 200, 300, and 400 at sampling frequencies of 60, 120, 240, and 480 Hz.
Main Results:
- Increased sampling frequency significantly decreased SaEn values for all three lower limb joints.
- The number of strides included had a negligible effect on hip joint SaEn and a limited effect on knee and ankle joint SaEn.
- SaEn is more influenced by the number of data points within each stride than the total number of strides analyzed.
Conclusions:
- Sampling frequency is a critical factor influencing SaEn in lower limb joint angle signals during walking.
- Researchers should standardize the number of data points per stride, rather than the number of strides, for consistent SaEn analysis.
- This finding is crucial for accurate and reproducible gait complexity assessments.
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