Title :
Viscoelastic properties of the ankle during quiet standing via raster images and EKF
Author :
Chavez Romero, Raul ; Cardenas, Alben ; Piovesan, Davide
Author_Institution :
Univ. Autonoma de San Luis Potosi, San Luis Potosi, Mexico
Abstract :
The present study deals with the reconstruction of the continuous-time state space parameters proper of human quiet standing. The reconstruction utilized a hybrid non-linear extended Kalman filter to combine a biomechanical model with the discrete-time position measurements provided by two web-cameras via a General Linear Camera model. After camera calibration and validating the filter in simulation, we performed the estimation on a group of volunteers whose quiet standing was perturbed by means of a hold and release paradigm. The filter allowed estimating stiffness and damping of the ankle during quiet standing as well as the kinematic variables of the subjects´ center of mass.
Keywords :
Kalman filters; biomechanics; biomedical optical imaging; calibration; damping; discrete time filters; elastic constants; image reconstruction; image sensors; kinematics; medical image processing; nonlinear filters; position measurement; time measurement; viscoelasticity; EKF; ankle; biomechanical model; camera calibration; continuous-time state space parameter reconstruction; damping; discrete-time position measurements; general linear camera model; group estimation; hold paradigm; human quiet standing; hybrid nonlinear extended Kalman filter; kinematic variables; raster images; release paradigm; stiffness; subjects center-of-mass; viscoelastic properties; web cameras; Biological system modeling; Calibration; Cameras; Damping; Estimation; Mathematical model; Torque; General Linear Camera model; biomechanics Extended Kalman Filter; joint stiffness;
Conference_Titel :
Signal Processing in Medicine and Biology Symposium (SPMB), 2014 IEEE
Conference_Location :
Philadelphia, PA
DOI :
10.1109/SPMB.2014.7002973