Title :
Robot excitation trajectories for dynamic parameter estimation using optimized B-splines
Author :
Rackl, Wolfgang ; Lampariello, Roberto ; Hirzinger, Gerd
Abstract :
In this paper we adressed the problem of finding exciting trajectories for the identification of manipulator link inertia parameters. This can be formulated as a constraint nonlinear optimization problem. The new approach in the presented method is the parameterization of the trajectories with optimized B-splines. Experiments are carried out on a 7 joint Light-Weight robot with torque sensoring in each joint. Thus, unmodeled joint friction and noisy motor current measurements must not be taken into account. The estimated dynamic model is verified on a different validation trajectory. The results show a clear improvement of the estimated dynamic model compared to a CAD-valued model.
Keywords :
constraint theory; industrial manipulators; manipulator dynamics; nonlinear programming; parameter estimation; splines (mathematics); trajectory control; B-spline; constraint nonlinear optimization; dynamic parameter estimation; manipulator link inertia; robot excitation trajectory; torque sensor; trajectory parameterization; Joints; Optimization; Robots; Solid modeling; Splines (mathematics); Torque; Trajectory;
Conference_Titel :
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location :
Saint Paul, MN
Print_ISBN :
978-1-4673-1403-9
Electronic_ISBN :
1050-4729
DOI :
10.1109/ICRA.2012.6225279