Assessing the SNR Influence in the Estimation of the Mean Frequency of Lower Limbs sEMG Signals

被引:6
|
作者
Rojas, A. [1 ]
Farfan, A. [1 ]
Mora, E. [2 ]
Minchala, L., I [3 ,4 ]
Wong, S. [3 ]
机构
[1] Univ Cuenca, Cuenca, Ecuador
[2] Univ Cuenca, Dept Elect Elect & Telecommun Engn DEET, Cuenca, Ecuador
[3] Univ Cuenca, Dept Elect Elect & Telecommun Engn, Cuenca 010150, Ecuador
[4] Tecnol Monterrey, Monterrey 64849, Mexico
关键词
Electromyographic; signal to noise ratio; mean frequency; lower limbs; ELECTROMYOGRAPHIC ACTIVITY; MUSCLE; FATIGUE; TIME; EMG; FORCE;
D O I
10.1109/TLA.2018.8528223
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The mean frequency of the power spectrum (MNF) is commonly used to describe the frequency content of an electromyographic (EMG) signal. The objective of this study is to determine the minimum/desirable signal to noise ratio (SNR) value to achieve a reliable measurement of the MNF in superficial EMG (sEMG) signals of lower limbs during gait. To this end, measurements of MNF and SNR were taken in nine muscles of 21 healthy subjects, and recorded signals were contaminated with different noise levels. The minimum threshold of a desirable SNR was determined using the K-means algorithm. A lower bound of 10.11 dB was determined as the SNR value for sEMG acquisition, while 15.78 dB is the minimum SNR value desired for recording sEMG signals. The methodology presented throughout this paper helps in the determination of the minimum SNR value necessary to validate the sEMG acquisition process that can be used, for example, as a control signal for identifying motion intention in the development of control systems devoted for a lower limb exoskeleton.
引用
收藏
页码:2108 / 2114
页数:7
相关论文
共 47 条
  • [31] A neural network approach to blind-estimation of PN spreading sequence in lower SNR DS/SS signals
    Chang, TQ
    Lin, XK
    Zhou, ZZ
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 1735 - 1738
  • [32] New method for periodic estimation of the PN sequence in the lower SNR long code DS-SS signals
    Centre for Optical Internet and Wireless Information Networks, School of Communication and Information Engineering Research, Chongqing Univ. of Posts and Telecommunications, Chongqing 400065, China
    不详
    Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron, 2007, 1 (12-16): : 12 - 16
  • [33] A modified PCA neural network to blind estimation of the PN sequence in lower SNR DS-SS signals
    Zhang, TQ
    Lin, XK
    Zhou, ZZ
    Mu, AP
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS, 2005, 3496 : 1022 - 1027
  • [34] Mean frequency estimation of narrowband signals and its applicaton to Doppler ultrasound blood velocity waveform estimation
    Fernando, KL
    Mathews, VJ
    Clark, EB
    2002 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I-IV, PROCEEDINGS, 2002, : 1317 - 1320
  • [35] A real-time and convex model for the estimation of muscle force from surface electromyographic signals in the upper and lower limbs
    Shirzadi, Mehdi
    Marateb, Hamid Reza
    Rojas-Martinez, Monica
    Mansourian, Marjan
    Botter, Alberto
    Vieira dos Anjos, Fabio
    Vieira, Taian Martins
    Angel Mananas, Miguel
    FRONTIERS IN PHYSIOLOGY, 2023, 14
  • [36] Frequency Estimation Enhancement for Industrial Free Induction Decay Signals Under Low SNR via Hankelization and Modified Covariance
    Liu, Huan
    Wang, Zehua
    Meng, Tao
    Dong, Haobin
    Liu, Zheng
    Hu, Xiangyun
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2023, 72
  • [37] Continuous and simultaneous estimation of lower limb multi-joint angles from sEMG signals based on stacked convolutional and LSTM models
    Lu, Yanzheng
    Wang, Hong
    Zhou, Bin
    Wei, Chunfeng
    Xu, Shiqiang
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 203
  • [38] Intensity Analysis of Surface Myoelectric Signals from Lower Limbs during Key Gait Phases by Wavelets in Time-Frequency
    Yang, Jiangang
    Gao, Xuan
    Wan, Baikun
    Ming, Dong
    Cheng, Xiaoman
    Qi, Hongzhi
    An, Xingwei
    Chen, Long
    Qiu, Shuang
    Wang, Weijie
    UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION: APPLICATIONS AND SERVICES, PT 4, 2011, 6768 : 479 - 488
  • [39] Higher-Order Singular Value Tensor Decomposition-Based Tuning Frequency Estimation for FID Signals Under Low SNR
    Zhang, Wenjingping
    Liu, Huan
    Dong, Haobin
    Liu, Zheng
    Hu, Xiangyun
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2024, 21
  • [40] Improved Cramer-Rao lower bounds for phase and frequency estimation with M-PSK signals
    Tavares, GN
    Tavares, LM
    Piedade, MS
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2001, 49 (12) : 2083 - 2087