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
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;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location :
Tokyo
DOI :
10.1109/IROS.2013.6696762