Abstract
This paper studies the application of fuzzy logic control on a five degrees of freedom (DOF) robot arm, the Maker 100 of U.S. Robots. The elaboration of the fuzzy control laws is based on two structures of coupled rules fuzzy PID controllers. The fuzzy PID controllers are numerically simulated and the simulation results confirm the success of the fuzzy PID control in trajectory tracking problems. Seeking a performance optimization, a systematic study of the choice of tuning parameters of the controllers is done. The success of the proposed fuzzy control law is again affirmed by a comparative evaluation with respect to the computed torque control method and the direct adaptive control method, the last two controls being also numerically implemented using the same dynamic model of the robot arm.
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References
Aracil, J. and Gordillo, F.: Stability Issues in Fuzzy Control, Physica-Verlag, Heidelberg, 2000.
Coelho, L. S., Almeida, O. M. and Coelho, A. R.: Design and tuning of intelligent and selftuning PID controllers. Available Online: http://www.las.pucpr.br/leandro/artigos_publicados/ paper24_wsc2000.pdf
Craig, J.-J.: Introduction to Robotics-Mechanics and Control, 2nd edn, Addison-Wesley, Reading, MA, 1982.
Efe, M. Ö., Dagci, O. H. and Kaynak, O.: Fuzzy control of a 2-DOF direct drive robot arm by using a parameterized T-norm, in: The Eighth Turkish Symposium on Artificial Intelligence and Neural Networks, Istanbul, Turkey, 1999, pp. 210–218.
Hu, B.-G., Mann, G. K.-I. and Gosine, R. G.: A systematic study of fuzzy PID controllers-Function-based evaluation approach, IEEE Trans. Fuzzy Systems 9(2001), 699–712.
Kuo, B. C.: Automatic Control Systems, 7th edn, Prentice-Hall, Englewood Cliffs, NJ, 1995.
Mamdani, E. H.: Application of fuzzy algorithms for control of simple dynamic plant, in: Proc. Inst. Elect. Eng. Contr. Sci., Vol. 121, 1974, pp. 1585–1588.
Mann, G. K.-I., Hu, B.-G. and Gosine, R. G.: Analysis of direct action fuzzy PID controller structures, IEEE Trans. Systems Man Cybernet. B 29(1999), 371–388.
Ogata, K.: Modern Control Engineering, 4th edn, Prentice-Hall, 2002.
Palm, R.: Fuzzy controller of a sensor guided robot manipulator, Fuzzy Sets and Systems 31(1989), 133.
Schiling, R. J.: Fundamentals of Robotics-Analysis and Control, Prentice-Hall, Englewood Cliffs, NJ, 1990.
Sioufi, A. A.: Intégration d'un contrôleur numérique et planification des trajectoires rectilignes d'un bras industriel, Master Thesis, ETS, University of Quebec, Montreal, 1997.
Slotine, J.-J. E. and Li, W.: Applied Nonlinear Control, Prentice-Hall, Englewood Cliffs, NJ, 1991.
Taylor, R. H.: Planning and execution of straight-line manipulator trajectories, IBM J. Res. Develop. 23(1979), 424–436.
The Mathworks Inc.: Fuzzy Logic Toolbox, version 2, 2002.
Xu, J.-X., Hang, C.-C. and Liu, C.: Parallel structure and tuning of a fuzzy PID controller, Automatica 36(2000), 673–684.
Xu, J.-X., Liu, C. and Hang, C. C.: Tuning of PI controllers based on gain/phase margin specifications and ITAE index, ISA Trans. 35(1996), 79–91.
Zhao, Z.-Y., Tomizuka, M. and Isaka, S.: Fuzzy gain scheduling of PID controllers, IEEE Trans. Systems Man Cybernet. 23(1993), 1392–1398.
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Khoury, G.M., Saad, M., Kanaan, H.Y. et al. Fuzzy PID Control of a Five DOF Robot Arm. Journal of Intelligent and Robotic Systems 40, 299–320 (2004). https://doi.org/10.1023/B:JINT.0000038947.97195.22
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DOI: https://doi.org/10.1023/B:JINT.0000038947.97195.22