Sampling rate influences the regularity analysis of temporal domain measures of walking more than spatial domain measures

被引:23
作者
Fallahtafti, Farahnaz [1 ]
Wurdeman, Shane R. [2 ]
Yentes, Jennifer M. [1 ,3 ,4 ]
机构
[1] Univ Nebraska, Dept Biomech, Ctr Res Human Movement Variabil, 6160 Univ Dr, Omaha, NE 68182 USA
[2] Hanger Clin, Dept Clin & Sci Affairs, 10910 Domain Dr Ste 300, Austin, TX 78758 USA
[3] VA Nebraska Western Iowa Hlth Care Syst, VA Res Serv, 4104 Woolworth Ave 112, Omaha, NE 68105 USA
[4] Texas A&M Univ, Dept Hlth & Kinesiol, 2929 Res Pkwy, College Stn, TX 77843 USA
基金
美国国家卫生研究院;
关键词
Gait; Step time; Step length; Sample entropy; Variability; Down sample; APPROXIMATE ENTROPY; GAIT EVENTS;
D O I
10.1016/j.gaitpost.2021.05.031
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: The spatiotemporal dynamics of stepping can provide useful information about walking performance. Most often, the identification of gait motion is performed using 3-D cinematography. The sampling rate of motion capture systems may influence the accuracy of these measures albeit in varying degrees for measures within the spatial versus temporal domain. Research question: What are the effects of sampling frequency on common analysis methods of measures within the spatial and temporal domain? Methods: Specifically, mean, variability (i.e. standard deviation), and regularity (i.e. sample entropy) of step length (i.e. spatial domain) and step time (i.e. temporal domain) measures were assessed following ten minutes of preferred-speed treadmill walking in eleven young adults. Results: The spatiotemporal mean measures were not affected by changing sampling frequencies. Frequencies >= 120 Hz showed consistent results for spatial variability measures, while temporal variability increased due to decreased resolution in capturing variability when data was sampled at 120 Hz or less. In assessing regularity, poor temporal resolution at lower sampling rates led to "binning", limiting the variety of vector patterns. As a result, more vectors were classified as similar, leading to a signal appearing more periodic. For the spatial domain, sample entropy was not affected, indicating the greater sensitivity of step time to sampling rate compared to step length. Significance: Sampling rate influenced recognition of gait events. By reducing the sampling rate, the time intervals were increased and reduced the resolution leading to less accurate gait event detection in the temporal domain. The sampling rate of 120 Hz is the minimum sampling rate that should be used to calculate spatiotemporal data for variability and sample entropy.
引用
收藏
页码:216 / 220
页数:5
相关论文
共 13 条
[1]  
[Anonymous], 2007, MAN WHO STOPPED TIME
[2]  
Giakas G., 2004, INNOVATIVE ANAL HUMA, P223
[3]   Sampling rate and the estimation of ensemble variability for repetitive signals [J].
Laguna, P ;
Sörnmo, L .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2000, 38 (05) :540-546
[4]   Sample entropy analysis of neonatal heart rate variability [J].
Lake, DE ;
Richman, JS ;
Griffin, MP ;
Moorman, JR .
AMERICAN JOURNAL OF PHYSIOLOGY-REGULATORY INTEGRATIVE AND COMPARATIVE PHYSIOLOGY, 2002, 283 (03) :R789-R797
[5]   On the Calculation of Sample Entropy Using Continuous and Discrete Human Gait Data [J].
McCamley, John D. ;
Denton, William ;
Arnold, Andrew ;
Raffalt, Peter C. ;
Yentes, Jennifer M. .
ENTROPY, 2018, 20 (10)
[6]   Automatic detection of gait events using kinematic data [J].
O'Connor, Ciara M. ;
Thorpe, Susannah K. ;
O'Malley, Mark J. ;
Vaughan, Christopher L. .
GAIT & POSTURE, 2007, 25 (03) :469-474
[7]   Sampling frequency influences sample entropy of kinematics during walking [J].
Raffalt, Peter C. ;
McCamley, John ;
Denton, William ;
Yentes, Jennifer M. .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2019, 57 (04) :759-764
[8]  
Richman JS, 2000, AM J PHYSIOL-HEART C, V278, pH2039
[9]  
Winter DA., 1991, WATERLOO BIOMECHANIC
[10]   COPD Patients Have a Restricted Breathing Pattern That Persists with Increased Metabolic Demands [J].
Yentes, Jennifer M. ;
Fallahtafti, Farah ;
Denton, William ;
Rennard, Stephen I. .
COPD-JOURNAL OF CHRONIC OBSTRUCTIVE PULMONARY DISEASE, 2020, 17 (03) :245-252