• DocumentCode
    3544464
  • Title

    Development of Hamstrings Muscle Model for Paraplegic with Functional Electrical Stimulation

  • Author

    Jailani, R. ; Tokhi, M.O.

  • Author_Institution
    Fac. of Electr. Eng., Univ. Teknol., Shah Alam, Malaysia
  • fYear
    2012
  • fDate
    8-10 Feb. 2012
  • Firstpage
    177
  • Lastpage
    180
  • Abstract
    This paper presents the development of paraplegic hamstrings muscle model with Adaptive Neuro-Fuzzy Inference System (ANFIS). A series of experiments using Functional Electrical Stimulation (FES) with different stimulation frequencies, pulse width and pulse duration to investigate the impact on muscle output torque are conducted. The data that is obtained is used to develop the paraplegic hamstrings muscle model. 588 training data and 220 testing data set are used in the development of hamstrings muscle model. The ANFIS hamstrings muscle model is found to be the most accurate muscle model representing paraplegic hamstrings muscle model. The established model is then used to predict the behaviour of the underlying system and will be used in the future for the design and evaluation of various control strategies.
  • Keywords
    biomechanics; fuzzy reasoning; neuromuscular stimulation; ANFIS hamstrings muscle model; Adaptive NeuroFuzzy Inference System; functional electrical stimulation; muscle output torque; paraplegic; pulse duration; pulse width; Adaptation models; Computational modeling; Data models; Mathematical model; Muscles; Neuromuscular stimulation; Testing; Functional electrical stimulation; muscle model; paraplegic; spinal cord injury;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, Modelling and Simulation (ISMS), 2012 Third International Conference on
  • Conference_Location
    Kota Kinabalu
  • Print_ISBN
    978-1-4673-0886-1
  • Type

    conf

  • DOI
    10.1109/ISMS.2012.59
  • Filename
    6169695