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
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