Title :
Identification of a parametric, discrete-time model of ankle stiffness
Author :
Guarin, Diego L. ; Jalaleddini, Kian ; Kearney, Robert E.
Author_Institution :
Biomed. Eng. Dept., McGill Univ., Montreal, QC, Canada
Abstract :
Dynamic ankle joint stiffness defines the relationship between the position of the ankle and the torque acting about it and can be separated into intrinsic and reflex components. Under stationary conditions, intrinsic stiffness can described by a linear second order system while reflex stiffness is described by Hammerstein system whose input is delayed velocity. Given that reflex and intrinsic torque cannot be measured separately, there has been much interest in the development of system identification techniques to separate them analytically. To date, most methods have been nonparametric and as a result there is no direct link between the estimated parameters and those of the stiffness model. This paper presents a novel algorithm for identification of a discrete-time model of ankle stiffness. Through simulations we show that the algorithm gives unbiased results even in the presence of large, non-white noise. Application of the method to experimental data demonstrates that it produces results consistent with previous findings.
Keywords :
biological tissues; biomechanics; elastic constants; torque; Hammerstein system; ankle position; delayed velocity; discrete time model; dynamic ankle joint stiffness; intrinsic components; linear second order system; parametric model; reflex components; torque; Autoregressive processes; Mathematical model; Noise; Prediction algorithms; Shape; Torque; Torque measurement;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610687