DocumentCode
1981826
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.
fYear
2005
fDate
18-20 July 2005
Firstpage
1
Lastpage
8
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Advanced Robotics, 2005. ICAR '05. Proceedings., 12th International Conference on
Conference_Location
Seattle, WA
Print_ISBN
0-7803-9178-0
Type
conf
DOI
10.1109/ICAR.2005.1507383
Filename
1507383
Link To Document