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author:

Hong, H.-L. (Hong, H.-L..) [1] | Li, Y.-R. (Li, Y.-R..) [2] (Scholars:李玉榕) | Chen, J.-G. (Chen, J.-G..) [3] (Scholars:陈建国) | Du, M. (Du, M..) [4]

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Scopus PKU CSCD

Abstract:

This article proposed a rehabilitative training monitoring system for knee osteoarthritis patients, by which the patient can know their standardized degree of movement and make appropriate adjustments. We designed a quality assessment system of human lower extremity movement which was based on ZigBee wireless communication technology. The system can evaluate the action standardization of movement therapy. We mounted ZigBee module with miniature accelerometer sensor on human lower extremity, by acquiring three-dimensional acceleration signal through the movement after Haar wavelet transformation, the system extracts wavelet eigenvalue using particle swarm optimization. These eigenvalues will be supplied in neural network classifier which can evaluate the quality of movement. By evaluating the exercise quality of lying straight leg raise training for 20 healthy men aged 24 ∼ 30, the mean and standard deviations for these four training truth probability (specification, foot over, hold time is too short, non-parallel leg lifts) were (89.1 ± 2.0)% , (93.4 ± 1.7)%, (89.5 ± 2.3)%, (90.1 ± 1.8)%. Experimental results show that the system can effectively identify the non-standard action from training process and realize the monitoring and evaluation of lying straight leg raise training, which can meet the demands of health monitoring system.

Keyword:

BP network classifier; Particle swarm algorithm; Wavelet transform; ZigBee

Community:

  • [ 1 ] [Hong, H.-L.]College of Electrical Engineering and Automation, Fuzhou University, Fuzhou 350000, China
  • [ 2 ] [Hong, H.-L.]Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou 350000, China
  • [ 3 ] [Li, Y.-R.]College of Electrical Engineering and Automation, Fuzhou University, Fuzhou 350000, China
  • [ 4 ] [Li, Y.-R.]Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou 350000, China
  • [ 5 ] [Chen, J.-G.]College of Electrical Engineering and Automation, Fuzhou University, Fuzhou 350000, China
  • [ 6 ] [Chen, J.-G.]Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou 350000, China
  • [ 7 ] [Du, M.]Fujian Key Lab of Medical Instrument and Pharmaceutical Technology, Fuzhou 350000, China

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Source :

Chinese Journal of Biomedical Engineering

ISSN: 0258-8021

CN: 11-2057/R

Year: 2013

Issue: 5

Volume: 32

Page: 513-519

Cited Count:

WoS CC Cited Count:

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ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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