Application of Fuzzy-ANFIS Controller for Ball on Wheel System

Ngoc-Anh Nguyen, Tan-Khoi Huynh*, Quoc-Thai Ngo, Dang-Khoa Tran, Van-Hieu Lam, Quoc-Trinh Nguyen, Kim-Thanh Vo, Tan-Hung Huynh

Ho Chi Minh city University of Technology and Education (HCMUTE)
Vo Van Ngan street, No. 01, Ho Chi Minh city, Vietnam
* Corresponding author. E-mail: 19151143@student.hcmute.edu.vn

Robotica & Management, Vol. 28, No. 2, pp. 33-37
DOI: https://doi.org/10.24193/rm.2023.2.6

Abstract: The ball-on-wheel (BoW) is a nonlinear single input-multi output (SIMO) system consisting of a ball located on a wheel. The system’s challenge is to balance ball at the highest point on the wheel. In this paper, we propose a method of applying ANFIS toolbox in imitating a successful controller (in this case, it is PD controller). This process creates a similar fuzzy controller which controls well this system. Therefore, through this research, ANFIS toolbox shows the ability in imitating an expert‘s control law through collecting data of operations.
Keywords: ball-on-wheel, nonlinear, SIMO system, Fuzzy controller, ANFIS toolbox.

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References

[1] Ho M.T. et al.: “Controlling a Ball and Wheel System Using Full-State-Feedback Linearization”, IEEE Control Systems Magazine, Volume: 29, Issue: 5, Page(s): 93-101, 2009.

[2] Ho M.T., Lu J.M.: “Synthesis of absolutely stabilizing PID controllers and its application to a ball and wheel system”, Proceedings of the 2004 IEEE International Conference on Control Applications, Vol. 1, IEEE, 2004.

[3] Lincy L.M., Senthil K.: “Comparison Analysis of Fuzzy Logic and Anfis Controller for Mitigation of Harmonics,” 2018 4th International Conference on Electrical Energy Systems (ICEES), Chennai, India, pp. 578-583, 2018.

[4] Gite A.V. et al.: “ANFIS controller and its application.” International Journal of Engineering Research and Technology, ISSN: 2278-0181, Vol. 2, Issue. 2, 2013.

[5] Vo D.T. et al.: “PID Control for Ball on Wheel: Simulation and Experiment”, Journal of Science and Technology – University of Binh Duong (ISSN: 1859-4336), pp. 125-132, Sep-2023.