Teager-Kaiser energy operation of surface EMG improves muscle activity onset detection

被引:204
|
作者
Li, Xiaoyan [1 ]
Zhou, Ping
Aruin, Alexander S.
机构
[1] Univ Illinois, Dept Bioengn, Chicago, IL 60607 USA
[2] Univ Illinois, Dept Phys Therapy, Chicago, IL USA
[3] Rehabil Inst Chicago, Neural Engn Ctr Artificial Limbs, Chicago, IL 60611 USA
[4] Rehabil Inst Chicago, Sensory Motor Performance Program, Chicago, IL 60611 USA
[5] Northwestern Univ, Dept Phys Med & Rehabil, Chicago, IL 60611 USA
关键词
Teager-Kaiser energy operator; muscle activity; onset detection; electromyogram;
D O I
10.1007/s10439-007-9320-z
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This study presents a novel method for detection of the onset time of muscle activity using surface electromyogram (EMG) signals. The method takes advantage of the nonlinear properties of the Teager-Kaiser energy (TKE) operator, which simultaneously considers the amplitude and instantaneous frequency of the surface EMG, and therefore increases the prospects of muscle activity detection. To detect the onset time of muscle activity, the surface EMG signal was first processed by the TKE operator to highlight motor unit activities of the muscle. Then a robust threshold-based algorithm was developed in the TKE domain to locate the onset of muscle activity. The validity of the proposed method was illustrated using various surface EMG simulations as well as experimental surface EMG recordings.
引用
收藏
页码:1532 / 1538
页数:7
相关论文
共 47 条
  • [31] Rolling Element Bearing Fault Diagnosis Using an Integrated Approach Incorporating Teager-Kaiser Energy Operator and Singular Spectrum Analysis
    Patel, Dhaval V.
    Bhojawala, Vipul M.
    Patel, Kaushik M.
    JOURNAL OF VIBRATION ENGINEERING & TECHNOLOGIES, 2023, 11 (08) : 3859 - 3878
  • [32] The Muscle Activity Detection from Surface EMG Signal using the Morphological Filter
    Li, Qiang
    Li, Bo
    MECHANICAL ENGINEERING AND INTELLIGENT SYSTEMS, PTS 1 AND 2, 2012, 195-196 : 1137 - 1141
  • [33] Gear Fault Detection Based on Angle Domain Average and Teager Kaiser Energy Operator Demodulation Technique
    Li, Hui
    ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEMS AND MATERIAL ENGINEERING, PTS 1-7, 2011, 204-210 : 1411 - 1414
  • [34] Continuous Wavelet Transform for Muscle Activity Detection in Surface EMG Signals During Swallowing
    Roldan-Vasco, Sebastian
    Perez-Giraldo, Estefania
    Orozco-Duque, Andres
    APPLIED COMPUTER SCIENCES IN ENGINEERING, WEA 2018, PT II, 2018, 916 : 245 - 255
  • [35] A novel technique for muscle onset detection using surface EMG signals without removal of ECG artifacts
    Zhou, Ping
    Zhang, Xu
    PHYSIOLOGICAL MEASUREMENT, 2014, 35 (01) : 45 - 54
  • [36] Combining the synchrosqueezing generalized S-transform of variational mode decomposition with the Teager-Kaiser energy operator to calculate the attenuation gradient for identifying oil and gas reservoirs
    Yan, Haitao
    Zhou, Huailai
    Wang, Yuanjun
    Wu, Nanke
    Zhou, Wei
    Zhou, Jie
    ACTA GEOPHYSICA, 2023, 71 (02) : 795 - 812
  • [37] Improvement in the Algorithm for Accurate Detection of Muscle Activity from EMG
    Yaothak, J.
    Phukpattaranont, P.
    Wongkittisuksa, B.
    5TH BIOMEDICAL ENGINEERING INTERNATIONAL CONFERENCE (BMEICON 2012), 2012,
  • [38] Fuzzy Entropy-Based Muscle Onset Detection Using Electromyography (EMG)
    Lyu, Ming
    Xiong, Caihua
    Zhang, Qin
    He, Lei
    INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2014, PT I, 2014, 8917 : 89 - 98
  • [39] A method for hand movement onset detection from surface EMG signals
    Zhao M.-D.
    Fan C.-Z.
    Zhang Z.-J.
    Hao X.-Y.
    1600, Univ. of Electronic Science and Technology of China (45): : 898 - 904
  • [40] Improvement in the Algorithm for Accurate Detection of Muscle Activity from EMG
    Yaothak, J.
    Phukpattaranont, P.
    Wongkittisuksa, B.
    5TH BIOMEDICAL ENGINEERING INTERNATIONAL CONFERENCE (BMEICON 2012), 2012, : 26 - 26