Motion Planning by Genetic Algorithm for a Redundant Manipulator Using a Model of Criteria of Skilled Operators

Abstract This paper proposes a motion planning method to cut a three-dimensional work piece by a redundant manipulator with six degrees of freedom. The method applies a genetic algorithm to optimize rotational angles of the end effector on a path. For a fitness function, an evaluation function is defined based on references from skilled operators. The proposed method reduces the operators' labor, so that they only have to determine a path without considering redundant parameters. Both simulations and experiments will show the effectiveness of the proposed method.

[1]  John M. Hollerbach,et al.  Local versus global torque optimization of redundant manipulators , 1987, Proceedings. 1987 IEEE International Conference on Robotics and Automation.

[2]  Kazuhiro Kosuge,et al.  Selfish and coordinative planning for multiple mobile robots by genetic algorithm , 1992, [1992] Proceedings of the 31st IEEE Conference on Decision and Control.

[3]  T. Fukuda,et al.  Coordination in evolutionary multi-agent-robotic system using fuzzy and genetic algorithm , 1994 .

[4]  J. Hollerbach,et al.  Programming and control of kinematically redundant manipulators , 1984, The 23rd IEEE Conference on Decision and Control.

[5]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[6]  Yoshihiko Nakamura,et al.  Optimal Redundancy Control of Robot Manipulators , 1987 .

[7]  Takanori Shibata,et al.  Fuzzy critic for robotic motion planning by genetic algorithm in hierarchical intelligent control , 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).

[8]  John M. Hollerbach,et al.  Redundancy resolution of manipulators through torque optimization , 1987, IEEE J. Robotics Autom..

[9]  Yuval Davidor Analogous Crossover , 1989, ICGA.

[10]  Lawrence. Davis,et al.  Handbook Of Genetic Algorithms , 1990 .

[11]  K. Tanie,et al.  Motion planning for a redundant manipulator by genetic algorithm , 1994 .

[12]  No Value,et al.  Proceedings of IJCNN'98 , 1998 .