A New Fuzzy Iterative Learning Control Algorithm for Single Joint Manipulator

Author:

Wang Meng,Bian Guangrong,Li Hongsheng

Abstract

Abstract This paper present a new fuzzy iterative learning control design to solve the trajectory tracking problem and performing repetitive tasks for rigid robot manipulators. Several times’ iterations are needed to make the system tracking error converge, especially in the first iteration without experience. In order to solve that problem, fuzzy control and iterative learning control are combined, where fuzzy control is used to tracking trajectory at the first learning period, and the output of fuzzy control is recorded as the initial control inputs of ILC. The new algorithm also adopts gain self-tuning by fuzzy control, in order to improve the convergence rate. Simulations illustrate the effectiveness and convergence of the new algorithm and advantages compared to traditional method.

Publisher

Walter de Gruyter GmbH

Subject

Control and Optimization,Modelling and Simulation,Control and Systems Engineering

Reference10 articles.

1. Adaptive iterative learning control for SCARA robot manipulators of Advancements in Computing Technology;Tang;Int J,2012

2. Stochastic type type iterative learning control algorithms of Control;Saab;Int J,2003

3. Fuzzy logic based controller for induction motor drives of the Canadian Conf on Electrical and Computer Engineering;Cao;Proc,1996

4. Indirect adaptive fuzzy control scheme based on observer for nonlinear systems : A novel SPR - filter approach;Boulkroune;Neurocomputing,2014

5. - type iterative learning control without resetting condition for robot manipulators;Boukarif;Robotica,2011

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