Time-frequency based Coherence and Phase Locking Value Analysis of Human Locomotion Data using Generalized Morse Wavelets

被引:7
|
作者
Suwansawang, Sopapun [1 ,2 ]
Halliday, David M. [1 ]
机构
[1] Univ York, Dept Elect, York, N Yorkshire, England
[2] Nakhon Pathom Rajabhat Univ, Dept Elect, Fac Sci & Technol, Nakhon Pathom, Thailand
来源
PROCEEDINGS OF THE 10TH INTERNATIONAL JOINT CONFERENCE ON BIOMEDICAL ENGINEERING SYSTEMS AND TECHNOLOGIES, VOL 4: BIOSIGNALS | 2017年
关键词
Analytic Wavelets; Phase Synchronization; Cone of Influence; Non-stationary Analysis; EMG;
D O I
10.5220/0006111800340041
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Time-frequency analysis is a powerful and popular tool for studying time-varying properties of non-stationary neurophysiological signals. In this study, time-frequency based coherence and phase locking value (PLV) analysis using generalized Morse wavelets are presented. The methods are applied to pairs of surface EMG signals recorded from leg muscles during treadmill walking in healthy human subjects. Time-frequency based coherence and PLV analysis in this study detect similar patterns of 8-15 Hz and 15-20 Hz common modulation of EMG during locomotion. Our results suggest that a combination of both methods would be suitable for investigating and characterising non-stationary neurophysiological data. An understanding of the basic principles of normal locomotion can further provide insight into pathological locomotion deficits.
引用
收藏
页码:34 / 41
页数:8
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