Title :
Model-based iterative learning control for industrial robot manipulators
Author :
Yeon, Je Sung ; Park, Jong Hyeon ; Son, Seung-Woo ; Lee, Sang-Hun
Author_Institution :
Sch. of Mech. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
This paper proposes a model-based iterative learning control (MB-ILC) for industrial robot manipulators. The proposed MB-ILC modifies the desired trajectory but not the control input signals, and thus it is possible to keep the existing controllers unchanged that are designed to make the manipulator stable. To achieve stability of the MB-ILC algorithm in the iteration domain, two filters are used. One is the inverse of the transfer function of an estimated control system and the other is a causal filter to compensate the inversed transfer function of a non-causal filter. However the control system is non-causal system, we used causalizing technique in order to avoid non-causal problem. Experimentations with a 6 DOF industrial robot manipulator moving in a straight line show that a good convergency of lateral errors as well as steady state error. Moreover, vibrations that were observed in using some of other ILC algorithms were not observed in the experiments.
Keywords :
adaptive control; convergence of numerical methods; filtering theory; industrial manipulators; iterative methods; learning systems; stability; transfer functions; MB-ILC; causal filter; convergence; industrial robot manipulator; model-based iterative learning control; noncausal system; stability; steady state error; trajectory modification; transfer function inverse; Control systems; Filters; Industrial control; Iterative algorithms; Manipulators; Robot control; Service robots; Signal design; Stability; Transfer functions; Iterative learning control; control; manipulator; model-based iterative learning control;
Conference_Titel :
Automation and Logistics, 2009. ICAL '09. IEEE International Conference on
Conference_Location :
Shenyang
Print_ISBN :
978-1-4244-4794-7
Electronic_ISBN :
978-1-4244-4795-4
DOI :
10.1109/ICAL.2009.5262986