Analysis of Progression of Fatigue Conditions in Biceps Brachii Muscles Using Surface Electromyography Signals and Complexity Based Features

被引:0
|
作者
Karthick, P. A. [1 ]
Makaram, Navaneethakrishna [1 ]
Ramakrishnan, S. [1 ]
机构
[1] Indian Inst Technol, Noninvas Imaging & Diagnost Lab, Madras 600036, Tamil Nadu, India
关键词
EMG;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Muscle fatigue is a neuromuscular condition where muscle performance decreases due to sustained or intense contraction. It is experienced by both normal and abnormal subjects. In this work, an attempt has been made to analyze the progression of muscle fatigue in biceps brachii muscles using surface electromyography (sEMG) signals. The sEMG signals are recorded from fifty healthy volunteers during dynamic contractions under well defined protocol. The acquired signals are preprocessed and segmented in to six equal parts for further analysis. The features, such as activity, mobility, complexity, sample entropy and spectral entropy are extracted from all six zones. The results are found showing that the extracted features except complexity feature have significant variations in differentiating non-fatigue and fatigue zone respectively. Thus, it appears that, these features are useful in automated analysis of various neuromuscular activities in normal and pathological conditions.
引用
收藏
页码:3276 / 3279
页数:4
相关论文
共 50 条
  • [1] Analysis of Fatigue Conditions in Biceps Brachii Muscles Using Surface Electromyography Signals and Strip Spectral Correlation
    Karthick, P. A.
    Ramakrishnan, S.
    2014 19TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2014, : 190 - 194
  • [2] Characterization of surface electromyography signals of biceps brachii muscle in fatigue using symbolic motif features
    Makaram, Navaneethakrishna
    Swaminathan, Ramakrishnan
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2020, 234 (06) : 570 - 577
  • [3] Generalised Warblet transform-based analysis of biceps brachii muscles contraction using surface electromyography signals
    Ghosh, Diptasree Maitra
    Swaminathan, Ramakrishnan
    INTERNATIONAL JOURNAL OF BIOMEDICAL ENGINEERING AND TECHNOLOGY, 2020, 34 (04) : 305 - 318
  • [4] Analysis of concentric and eccentric contractions in biceps brachii muscles using surface electromyography signals and multifractal analysis
    Marri, Kiran
    Swaminathan, Ramakrishnan
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2016, 230 (09) : 829 - 839
  • [5] Effects of Muscle Fatigue and Recovery on Complexity of Surface Electromyography of Biceps Brachii
    Liao, Fuyuan
    Zhang, Xueyan
    Cao, Chunmei
    Hung, Isabella Yu-Ju
    Chen, Yanni
    Jan, Yih-Kuen
    ENTROPY, 2021, 23 (08)
  • [6] Muscle fatigue analysis in biceps brachii surface electromyography signals using synchrosqueezed Morlet wavelet and singular value decomposition
    Hari, Lakshmi M.
    Venugopal, G.
    Ramakrishnan, S.
    ELECTRONICS LETTERS, 2021, 57 (01) : 42 - 44
  • [7] Analysis of Dynamic Contractions from Biceps Brachii Muscle using Surface Electromyography signals and Multiscale Visibility Graph Features
    Makaram, Navaneethakrishna
    Swaminathan, Ramakrishnan
    2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, : 2653 - 2656
  • [8] Variational mode decomposition based differentiation of fatigue conditions in muscles using surface electromyography signals
    Krishnamani, Divya Bharathi
    Karthick, P. A.
    Swaminathan, Ramakrishnan
    IET SIGNAL PROCESSING, 2020, 14 (10) : 745 - 753
  • [9] Analysis of Muscle Fatigue Progression Using Geometric Features of Surface Electromyography Signals and Explainable XGBoost Classifier
    Punitha, N.
    Divya Bharathi, K.
    Manuskandan, S. R.
    Karthick, P. A.
    JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2024, 44 (02) : 191 - 197
  • [10] Dynamic contraction and fatigue analysis in biceps brachii muscles using synchrosqueezed wavelet transform and singular value features
    Hari, Lakshmi M.
    Venugopal, Gopinath
    Ramakrishnan, Swaminathan
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART H-JOURNAL OF ENGINEERING IN MEDICINE, 2022, 236 (02) : 208 - 217