A Feasibility Study of Fatigue and Muscle Contraction Indices Based on EMG Time-dependent Spectral Analysis

被引:15
|
作者
Thongpanja, S. [1 ]
Phinyomark, A. [1 ]
Phukpattaranont, P. [1 ]
Limsakul, C. [1 ]
机构
[1] Prince Songkla Univ, Dept Elect Engn, Fac Engn, Hat Yai 90112, Thailand
来源
ISEEC | 2012年 / 32卷
关键词
Spectral Analysis; Feature Extraction Method; Electromyography (EMG) Signal; BICEPS-BRACHII; SURFACE; VARIABLES;
D O I
10.1016/j.proeng.2012.01.1263
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Parameters derived from EMG power spectrum are beneficial methods for assessing muscle fatigue. Two important indices are median frequency and mean frequency (MDF and MNF). They have been established as the global muscle fatigue indices, particularly in static muscle contraction of biceps brachii muscle. However, a major problem of these parameters is a nonlinear relationship between muscle load/force and feature value, particularly in cyclic dynamic muscle contraction of forearm muscles. In this study, EMG feature indices that can simultaneously identify both fatigue and load are proposed. Instead of using an entire EMG signal fast Fourier transformation (FFT), a concept of using consecutive FFT has been proposed as known as the "Time-Dependent MDF and MNF" (TD-MDF and TD-MNF). The success of TD-MDF and TD-MNF features used to determine muscle fatigue have been presented in a lot of research works, whereas the performance of TD-MDF and TD-MNF used to determine muscle load have been proposed in a few research works. Moreover, it has not previously been evaluated with the forearm muscles. Thus it has been investigated in this study. Four forearm muscles are evaluated including flexor pollicis longus, supinator longus, extensor carpi radialis longus and pronator radii teres. The results showed that the proposed methods have a linear relationship with muscle load in some selected range of TD-MNF for flexor pollicis longus muscle that were not found for traditional MDF and MNF. Moreover, a statistically significant difference between TD-MNF values for different loading conditions (p < 0.2) was observed. The optimal method of TD-MNF was successful when overlapping consecutive window was performed with 512-sample window size and 128-sample window increment. (C) 2010 Published by Elsevier Ltd.
引用
收藏
页码:239 / 245
页数:7
相关论文
共 50 条
  • [22] LIMITS TO RESOLUTION IN TIME-DEPENDENT SPECTRAL-ANALYSIS OF PULSES
    DURNIN, J
    EBERLY, JH
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1986, 3 (12): : 2019 - 2032
  • [23] Multivariate time-dependent spectral analysis using Cholesky decomposition
    Guo, Wensheng
    Dai, Ming
    STATISTICA SINICA, 2006, 16 (03) : 825 - 845
  • [24] TASK DEPENDENT BEHAVIOR OF A BIFUNCTIONAL MUSCLE - AN APPROACH BY SPECTRAL-ANALYSIS OF SURFACE EMG
    PEROT, C
    GAILLARD, P
    GOUBEL, F
    JOURNAL DE BIOPHYSIQUE ET DE BIOMECANIQUE, 1987, 11 (03): : 99 - 103
  • [25] TIME-DEPENDENT SPECTRAL TRANSPORT - MONTE-CARLO STUDY
    RICH, RM
    ALEXANDER, S
    BERNASCONI, J
    HOLSTEIN, T
    LYO, SK
    ORBACH, R
    PHYSICAL REVIEW B, 1978, 18 (07): : 3048 - 3053
  • [26] Lumbar paraspinal muscle fatigability in repetitive isoinertial loading: EMG spectral indices, Borg scale and endurance time
    Kankaanpaa, M
    Taimela, S
    Webber, CL
    Airaksinen, O
    Hanninen, O
    EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY AND OCCUPATIONAL PHYSIOLOGY, 1997, 76 (03) : 236 - 242
  • [27] Lumbar paraspinal muscle fatigability in repetitive isoinertial loading: EMG spectral indices, Borg scale and endurance time
    Markku Kankaanpää
    Simo Taimela
    Charles L. Webber
    Olavi Airaksinen
    Osmo Hänninen
    European Journal of Applied Physiology and Occupational Physiology, 1997, 76 : 236 - 242
  • [28] EMG-based Detection of Muscle Fatigue during Low-Level Isometric Contraction by Recurrence Quantification Analysis and Monopolar Configuration
    Ito, Kenichi
    Hotta, Yu
    2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 4237 - 4241
  • [29] EMG analysis of muscle fatigue by sensorimotor training -: a contribution to evidence based physiotherapy
    Pavlu, Dagmar
    Panek, David
    INTERNATIONAL JOURNAL OF REHABILITATION RESEARCH, 2007, 30 : 105 - 105
  • [30] QUANTIFICATION OF MUSCLE FATIGUE WITH WAVELET ANALYSIS BASED ON EMG DURING MYOELECTRICAL STIMULATION
    Yochum, M.
    Bakir, T.
    Lepers, R.
    Binczak, S.
    BIODEVICES: PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON BIOMEDICAL ELECTRONICS AND DEVICES, 2012, : 53 - 58