Nonlinear Methods on HD-sEMG Signals for Aging Effect Evaluation During Isometric Contractions of the Biceps Brachii

被引:0
|
作者
Ghiatt, Kawtar [1 ]
Diab, Ahmad [1 ]
Boudaoud, Sofiane [1 ]
Kinugawa, Kiyoka [2 ,3 ]
McPhee, John [4 ]
Jiang, Ning [5 ,6 ]
机构
[1] Alliance Sorbonne Univ, Univ Technol Compiegne, CNRS, UMR 7338,Biomech & Bioengn,Ctr Rech Royallieu, F-60203 Compiegne, France
[2] Sorbonne Univ, Paris, France
[3] AP HP, Paris, France
[4] Univ Waterloo, Waterloo, ON, Canada
[5] Sichuan Univ, West China Hosp, Natl Clin Res Ctr Geriatr, Chengdu, Sichuan, Peoples R China
[6] Sichuan Univ, Med X Ctr Mfg 11, Chengdu, Sichuan, Peoples R China
关键词
HD-sEMG signals; Aging muscle; Non-linear methods; APPROXIMATE ENTROPY; REVERSIBILITY;
D O I
10.1007/978-3-031-13841-6_33
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Muscle aging is associated with a loss of muscle mass and strength. Different factors are responsible, which can possibly lead to a modification of the complexity of the neuromuscular system. This may be reflected in electromyogram signals. In this study, we have tried to analyze the nonlinearity and chaotic characteristics of high-density surface electromyography (HD-sEMG) from Biceps Brachii (BB) during isometric contractions, at low and moderate levels, recorded from young and elderly people. For this purpose, three measures widely employed in nonlinearity detection were used: Time reversibility (Tr), Sample Entropy (SE), and Delay Vector Variance (DVV). For comparison purposes, the Root Mean Square amplitude (RMSA) was also computed. The results indicated that SE and Tr are significantly higher in elderly people. Furthermore, signal complexity decreases with contraction level for all categories.
引用
收藏
页码:354 / 362
页数:9
相关论文
共 37 条
  • [11] Surface EMG-force modelling for the biceps brachii and its experimental evaluation during isometric isotonic contractions
    Cao, Hua
    Boudaoud, Sofiane
    Marin, Frederic
    Marque, Catherine
    COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING, 2015, 18 (09) : 1014 - 1023
  • [12] Characterization of Laplacian Surface Electromyographic Signals during Isometric Contraction in Biceps Brachii
    Estrada, Luis
    Torres, Abel
    Garcia-Casado, Javier
    Prats-Boluda, Gema
    Jane, Raimon
    2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, : 535 - 538
  • [13] Assessment and sensitivity analysis of a motor units recruitment model during isometric contractions of the Biceps Brachii
    Douania, Ines
    Laforet, Jeremy
    Boudaoud, Sofiane
    Kinugawa, Kiyoka
    2019 FIFTH INTERNATIONAL CONFERENCE ON ADVANCES IN BIOMEDICAL ENGINEERING (ICABME), 2019, : 4 - 7
  • [14] Active aging prediction from muscle electrical activity using HD-sEMG signals and machine learning
    Sid'El Moctar, Sidi Mohamed
    Diab, Ahmad
    Rida, Imad
    Kinugawa, Kiyoka
    Boudaoud, Sofiane
    2023 IEEE 36TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS, CBMS, 2023, : 734 - 737
  • [15] Intensity-dependent EMG response for the biceps brachii during sustained maximal and submaximal isometric contractions
    Carr, Joshua C.
    Beck, Travis W.
    Ye, Xin
    Wages, Nathan P.
    EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY, 2016, 116 (09) : 1747 - 1755
  • [16] EVALUATION OF BICEPS BRACHII MUSCLE STRENGTH AND MUSCLE FATIGUE MODEL BASED ON SURFACE ELECTROMYOGRAM (sEMG) SIGNALS
    Zhi, Zhang
    Fang, Li
    JOURNAL OF ENVIRONMENTAL PROTECTION AND ECOLOGY, 2020, 21 (02): : 757 - 766
  • [17] Intensity-dependent EMG response for the biceps brachii during sustained maximal and submaximal isometric contractions
    Joshua C. Carr
    Travis W. Beck
    Xin Ye
    Nathan P. Wages
    European Journal of Applied Physiology, 2016, 116 : 1747 - 1755
  • [18] Reliability of spike and turn variables of surface EMG during isometric voluntary contractions of the biceps brachii muscle
    Lee, Jin
    Jung, Min-Ye
    Kim, Sung-Hwan
    JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY, 2011, 21 (01) : 119 - 127
  • [19] THE EFFECT OF DEHYDRATION ON TORQUE AND MECHANOMYOGRAPHY DURING ISOMETRIC MUSCLE ACTIONS OF THE BICEPS BRACHII
    Soukup, J. T.
    Drake, S. M.
    Boyd, J. C.
    Eschbach, L. C.
    Whitehead, M. T.
    Magal, M.
    Evetovich, T. K.
    Webster, M. J.
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2001, 33 (05): : S335 - S335
  • [20] Reliability of near-infrared spectroscopy for measuring biceps brachii oxygenation during sustained and repeated isometric contractions
    Muthalib, Makii
    Millet, Guillaume Y.
    Quaresima, Valentina
    Nosaka, Kazunori
    JOURNAL OF BIOMEDICAL OPTICS, 2010, 15 (01)