DocumentCode
1775507
Title
An approach to observability analysis and estimation of human arm model
Author
Babiarz, Artur ; Klamka, Jerzy ; Zawiski, Radoslaw ; Niezabitowski, Michal
Author_Institution
Inst. of Autom. Control, Silesian Univ. of Technol., Gliwice, Poland
fYear
2014
fDate
18-20 June 2014
Firstpage
947
Lastpage
952
Abstract
This article presents the analysis of a mathematical model of human arm´s dynamics in terms of observability. The research is conducted in search of an observer which gives the possibility of arm tracking. The arm´s model is based on a two-link manipulator able to move in horizontal and vertical planes. Model is analyzed after linearization and omittance of muscles representing part. The experimental part involves simulation of the motion parameters and real IMU measurements. Finally, simulation results concerning the use of observer in the form of Kalman and particle filters are presented.
Keywords
Kalman filters; biomechanics; manipulator dynamics; motion control; observability; particle filtering (numerical methods); Kalman filters; arm tracking; human arm dynamics; human arm model estimation; linearization; mathematical model; motion parameters; muscle representing part omittance; observability analysis; particle filters; real IMU measurements; two-link manipulator; Angular velocity; Atmospheric measurements; Equations; Kalman filters; Mathematical model; Particle filters; Particle measurements;
fLanguage
English
Publisher
ieee
Conference_Titel
Control & Automation (ICCA), 11th IEEE International Conference on
Conference_Location
Taichung
Type
conf
DOI
10.1109/ICCA.2014.6871049
Filename
6871049
Link To Document