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Design and Implementation of Type-2 Fuzzy Logic Controllers for the Posture of Manipulator Robot Tip


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DOI: https://doi.org/10.15866/ireaco.v8i4.5610

Abstract


Uncertainty is an inherent part in controllers for real world applications. In this paper fuzzy logic controllers in two structure type-1 (FLCT1) and type-2 (FLCT2) are proposed, the FLCT2 introduce with three terms and with five terms to use as controller for the tip manipulator robot. We compare the performance of the manipulator robot with the FLCT1 and FLCT2, with five and three term membership functions. The controllers were used to control a PM DC motor model in a closed loop real time system. The results showed that there was statistical difference between the type-1 and type-2 controllers. It was also found that a type-2 three term controller was as good as a type-1five term or type-2 five term controller.
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Keywords


Type-1 Fuzzy Logic; Type-2 Fuzzy Controller; Robot; Manipulator Robot

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References


L. Zadeh, “The concept of a linguistic variable and its application to approximate reasoning,” Information Sciences, vol. 1, pp. 119–249, 1975.
http://dx.doi.org/10.1016/0020-0255(75)90036-5

J. Mendel, Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions. Upper Saddle River, NJ: Prentice Hall, 2001.

George J. Klir, Bo Yuan, Fuzzy Sets and Fuzzy Logic Theory and Applications, Ed. Prentice Hall USA, 1995.directions, Ed. Prentice Hall, USA, 2000.
http://dx.doi.org/10.1080/03081079708945184

Nilesh N. Karnik, Jerry M. Mendel, Qilian Liang, Type-2 Fuzzy Logic Systems, IEEE Transactions on Fuzzy Systems, Vol. 7, No. 6, December 1999
http://dx.doi.org/10.1109/91.811231

J. Mendel and R. John, “Type-2 fuzzy sets made simple,” IEEE Transactions on Fuzzy Systems, vol. 10, no. 2, pp. 117 – 127, April 2002.
http://dx.doi.org/10.1109/91.995115

Q. Liang and J. Mendel, “Interval type-2 fuzzy logic systems: theory and design,” IEEE. Transactions Fuzzy Systems, vol. 6, no. 5, pp. 535 – 550, October 2000.
http://dx.doi.org/10.1109/91.873577

Erdal Kayacan, Okyay Kaynak, Rahib Abiyev, Jim Torresen, Mats Hovin and Kyrre Glette,” Design of an Adaptive Interval Type-2 Fuzzy Logic Controller for the Position Control of a Servo System with an Intelligent Sensor,” WCCI 2010 IEEE Word Congress on Computation Intelligence, July, 18-23, 2010 – CCIB, Barcelona, Spain.
http://dx.doi.org/10.1109/fuzzy.2010.5584629

TQ equipment. TQ MA2000 six-DOF robot, user manual. Nottingham, UK,1985.

Mohammed S. Saleh “Design and Implementation of Enhanced Fuzzy Controller for Tip Position 6 DOF Robot Manipulator”, University of Technology, Iraq, PhD Thesis, 2012

Ricardo Campa and Hussein de la Torre, “Pose Control of Robot Manipulators Using Different Orientation Representations: A Comparative Review”, 2009 American Control Conference Hyatt Regency Riverfront, St. Louis, MO, USA June 10-12, 2009.
http://dx.doi.org/10.1109/acc.2009.5160254

Tsung-Chih L., M. Roopaei, and Ming-Che C. ” Car suspension control by indirect adaptive interval type-2 fuzzy neural network control” World Appl. Sci. J.,vol 8, No. 5, 2010, pp.55-564.

A. Sakly, A. Azzouna, A. Trimeche, A. Mtibaa, PD-like and PI-like Fuzzy Control Implementation using FPGA Technology, (2011) International Review of Automatic Control (IREACO), 4 (1), pp. 65-77.

X. Du and H. Ying, “Derivation and analysis of the structures of the interval type-2 fuzzy-PI and PD controllers,” IEEE Trans. On Fuzzy System, vol. 18, no. 4, pp. 802-814, 2010.
http://dx.doi.org/10.1109/tfuzz.2010.2049022

Mohd Khairi, N., Syed Ahmad, S., A Comparison of Type-1 and Type-2 Fuzzy Logic Controllers in Robotics: a Review, (2014) International Journal on Numerical and Analytical Methods in Engineering (IRENA), 2 (5), pp. 155-161.

Ramadhani, A., Dharma, A., Robandi, I., Optimization FOU of interval type-2 fuzzy inference system using big bang – big crunch algorithm for short term load forecasting on national holiday case study: South and central Kalimantan-Indonesia, (2015) International Review of Electrical Engineering (IREE), 10 (1), pp. 123-130.
http://dx.doi.org/10.15866/iree.v10i1.4871

Abadi, I., Musyafa’, A., Soeprijanto, A., Type-2 fuzzy logic controller based pv passive two-axis solar tracking system, (2015) International Review of Electrical Engineering (IREE), 10 (3), pp. 390-398.
http://dx.doi.org/10.15866/iree.v10i3.6090

Sambariya, D.K., Prasad, R., Power system stabilizer design for multimachine power system using interval type-2 fuzzy logic controller, (2013) International Review of Electrical Engineering (IREE), 8 (5), pp. 1556-1565.
http://dx.doi.org/10.15866/iree.v8i5.2113

Nagarajan, G., Thyagharajan, K.K., Rule-based semantic content extraction in image using fuzzy ontology, (2014) International Review on Computers and Software (IRECOS), 9 (2), pp. 266-277.


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