DocumentCode
663765
Title
Physically feasible dynamic parameter identification of the 7-DOF WAM robot
Author
Sousa, Cristovao D. ; Cortesao, Rui
Author_Institution
Inst. of Syst. & Robot., Univ. of Coimbra, Coimbra, Portugal
fYear
2013
fDate
3-7 Nov. 2013
Firstpage
2868
Lastpage
2873
Abstract
This paper presents the dynamic parameter identification of the 7-DOF WAM™Arm using a novel physically consistent regression technique. Due to model and data errors, physically impossible parameters can arise with classical estimations methods. Such infeasible estimations cannot be used in robot control or simulation. This paper proposes a semidefinite programming (SDP) reformulation of the classical ordinary least squares method. This enables the inclusion of constraints guaranteeing physically feasible solutions only. The SDP method efficiently finds the feasible solution with the lowest regression error. Regression data processing issues related to the WAM robot are also addressed.
Keywords
least squares approximations; manipulator dynamics; mathematical programming; regression analysis; 7-DOF WAM arm; 7-DOF WAM robot; SDP reformulation; data error; dynamic parameter identification; model error; ordinary least squares method; physically consistent regression technique; regression data processing; semidefinite programming reformulation; Estimation; Friction; Joints; Robots; Torque; Trajectory; Vectors; Calibration and Identification; Dynamics;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location
Tokyo
ISSN
2153-0858
Type
conf
DOI
10.1109/IROS.2013.6696762
Filename
6696762
Link To Document