Human lower extremity joint moment prediction: A wavelet neural network approach

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Ardestani, MM; Zhang, X; Wang, L; Lian, Q; Liu, Y; He, J; Li, D; Jin, Z;
(2014)
  • Publisher: Elsevier

Joint moment is one of the most important factors in human gait analysis. It can be calculated using multi body dynamics but might not be straight forward. This study had two main purposes; firstly, to develop a generic multi-dimensional wavelet neural network (WNN) as ... View more
  • References (23)
    23 references, page 1 of 3

    ACKLAND, D. C., LIN, Y.-C. & PANDY, M. G. 2012. Sensitivity of model predictions of muscle function to changes in moment arms and muscle¨Ctendon properties: A Monte-Carlo analysis. Journal of biomechanics, 45, 1463-1471.

    ALEXANDRIDIS, A. K. & ZAPRANIS, A. D. 2013. Wavelet neural networks: A practical guide. Neural Networks.

    ARSLAN, Y. Z., ADLI, M. A., AKAN, A. & BASLO, M. B. 2010. Prediction of externally applied forces to human hands using frequency content of surface EMG signals. Computer Methods and Programs in Biomedicine, 98, 36-44.

    AU, S., BERNIKER, M. & HERR, H. 2008. Powered ankle-foot prosthesis to assist level-ground and stair-descent gaits. Neural Networks, 21, 654-666.

    BILLINGS, S. A. & WEI, H.-L. 2005. A new class of wavelet networks for nonlinear system identification. Neural Networks, IEEE Transactions on, 16, 862-874.

    CARBONE, V., VAN DER KROGT, M., KOOPMAN, H. & VERDONSCHOT, N. 2012. Sensitivity of subject-specific models to errors in musculo-skeletal geometry. Journal of biomechanics.

    CHAUHAN, N., RAVI, V. & KARTHIK CHANDRA, D. 2009. Differential evolution trained wavelet neural networks: Application to bankruptcy prediction in banks. Expert Systems with Applications, 36, 7659-7665.

    CHEN, Y., YANG, B. & DONG, J. 2006. Time-series prediction using a local linear wavelet neural network. Neurocomputing, 69, 449-465.

    CORDOVA, J. J., YU, W. & LI, X. Haar wavelet neural networks for nonlinear system identification. Intelligent Control (ISIC), 2012 IEEE International Symposium on, 2012. IEEE, 276-281.

    DELP, S., ANDERSON, F., ARNOLD, A., LOAN, P., HABIB, A., JOHN, C., GUENDELMAN, E. & THELEN, D. 2007. OpenSim: opensource software to create and analyze dynamic simulations of movement. IEEE transactions on bio-medical engineering, 54, 1940.

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