Title :
Real-time generation of fast, torque-efficient motions
Author :
Park, Frank Chongwoo ; Choi, Jinhyeok ; Kim, Soonkyum
Author_Institution :
Sch. of Mech. & Aerosp. Eng., Seoul Nat. Univ.
Abstract :
We present a method for generating fast, torque-efficient motions in real-time. Given a dynamic model of a robot, we first obtain a reasonably large set of minimum torque motions for arbitrary starting and ending configurations, that also achieve minimum time without actuator saturation; these motions are obtained through a Lie group dynamics-based optimization procedure previously developed by the authors. After classifying the minimum torque motions according to the region of the workspace traversed, a principal component analysis is performed for each class of motions. The dominant principal components are then used as basis functions in a simple interpolating scheme for generating torque-efficient motions between arbitrary starting and ending configurations. Results obtained for a typical industrial manipulator clearly demonstrate the performance advantages over traditional spline interpolation methods
Keywords :
interpolation; manipulator dynamics; optimisation; principal component analysis; torque control; Lie group; actuator saturation; dynamics-based optimization; fast torque-efficient motions; interpolating scheme; manipulator; minimum torque motion; motion generation; motion optimization; principal component analysis; robot dynamic model; Actuators; Aerodynamics; Aerospace engineering; Humans; Interpolation; Manipulators; Motion analysis; Principal component analysis; Service robots; Torque;
Conference_Titel :
Advanced Robotics, 2005. ICAR '05. Proceedings., 12th International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-9178-0
DOI :
10.1109/ICAR.2005.1507383