Research on the Application of the Model Order Reduction Algorithm in Designing a Robust Controller for the Balance System of a Self-Balancing Two-Wheeled Bicycle
Received: 19 November 2024 | Revised: 7 December 2024, 18 December 2024, and 26 December 2024 | Accepted: 29 December 2024 | Online: 2 February 2025
Corresponding author: Hong Quang Nguyen
Abstract
This paper focuses on the design analysis and control of a Self-Balancing Two-Wheeled Bicycle (SBTWB) model. The difficulty of the two-wheeled bicycle balance control problem is that the two-wheeled bicycle model is uncertain and is continuously affected by disturbances. Many different control methods have been proposed to design an SBTWB balance controller, but the most suitable algorithm is the robust control algorithm. However, the robust controller of an SBTWB is often complex and of higher order, which affects the quality of the control process. This study introduces a Model Order Reduction (MOR) algorithm based on the preserving dominant poles and applies this algorithm to simplify the 15th order robust controller of the balance control system of an SBTWB. Through comparison and evaluation, it is shown that the 5th-order controller or the 4th-order controller can replace the 15th-order robust controller. Through a simulation of the control system using the 4th-order controller, it is demonstrated that the proposed 4th-order controller ensures a stable balance of the SBTWB, while the 4th-order controllers according to other order reduction methods cannot maintain the balance of the SBTWB. The simulation results show the effectiveness of the order-reduction algorithm based on the conservation of dominant pole points and the robust control algorithm for the SBTWB.
Keywords:
self-balancing two-wheeled bicycle, model order reduction, robust control algorithm, dominant poles, high-order controllerDownloads
References
A. V. Beznos et al., "Control of autonomous motion of two-wheel bicycle with gyroscopic stabilisation," in Proceedings. 1998 IEEE International Conference on Robotics and Automation (Cat. No.98CH36146), Leuven, Belgium, May 1998, vol. 3, pp. 2670–2675.
J.-X. Xu, A. Al Mamun, and Y. Daud, "Pendulum-balanced autonomous unicycle: Conceptual design and dynamics model," in 2011 IEEE 5th International Conference on Robotics, Automation and Mechatronics, Qingdao, China, Sep. 2011, pp. 51–56.
S.-I. Lee, I.-W. Lee, M.-S. Kim, H. He, and J.-M. Lee, "Balancing and Driving Control of a Bicycle Robot," Journal of Institute of Control, Robotics and Systems, vol. 18, no. 6, pp. 532–539, 2012.
Y. Kim, H. Kim, and J. Lee, "Stable control of the bicycle robot on a curved path by using a reaction wheel," Journal of Mechanical Science and Technology, vol. 29, no. 5, pp. 2219–2226, May 2015.
J. M. Gallaspy, "Gyroscopic stabilization of an unmanned bicycle," M.S Thesis, Auburn University, Auburn, USA, 1999.
S. Suprapto, "Development of a gyroscopic unmanned bicycle," M.S Thesis, Asian Institute of Technology, Thailand, 2006.
B. T. Thanh and M. Parnichkun, "Balancing Control of Bicyrobo by Particle Swarm Optimization-Based Structure-Specified Mixed H2/H∞ Control," International Journal of Advanced Robotic Systems, vol. 5, no. 4, Nov. 2008, Art. no. 39.
Y. Tanaka and T. Murakami, "Self sustaining bicycle robot with steering controller," in The 8th IEEE International Workshop on Advanced Motion Control, Kawasaki, Japan, Mar. 2004, pp. 193–197.
S. Lee and W. Ham, "Self stabilizing strategy in tracking control of unmanned electric bicycle with mass balance," in IEEE/RSJ International Conference on Intelligent Robots and Systems, Lausanne, Switzerland, Sep. 2002, vol. 3, pp. 2200–2205.
D. McFarlane and K. Glover, "A loop-shaping design procedure using H/sub infinity / synthesis," IEEE Transactions on Automatic Control, vol. 37, no. 6, pp. 759–769, Jun. 1992.
N. K. Vu and H. Q. Nguyen, "Design Low-Order Robust Controller for Self-Balancing Two-Wheel Vehicle," Mathematical Problems in Engineering, vol. 2021, no. 1, 2021, Art. no. 6693807.
D. Youla, H. Jabr, and J. Bongiorno, "Modern Wiener-Hopf design of optimal controllers–Part II: The multivariable case," IEEE Transactions on Automatic Control, vol. 21, no. 3, pp. 319–338, Jun. 1976.
H. H. Bui, "Control Design for the Ward–Leonard System in Wind Turbines," Engineering, Technology & Applied Science Research, vol. 13, no. 1, pp. 9968–9972, Feb. 2023.
D. S. Rao, M. S. Kumar, and M. R. Raju, "Design of Robust Controller for Higher Order Interval System using Differential Evolutionary Algorithm," IAES International Journal of Robotics and Automation, vol. 7, no. 4, pp. 232–250, Dec. 2018.
N. K. Vu and H. Q. Nguyen, "Model Order Reduction Algorithm Based on Preserving Dominant Poles," International Journal of Control, Automation and Systems, vol. 19, no. 6, pp. 2047–2058, Jun. 2021.
K. Mustaqim, D. K. Arif, E. Apriliani, and D. Adzkiya, "Model reduction of unstable systems using balanced truncation method and its application to shallow water equations," Journal of Physics: Conference Series, vol. 855, no. 1, Jun. 2017, Art. no. 012029.
D. Novella Rodríguez, B. Del Muro Cuéllar, O. Sename, and M. Velasco Villa, "On the stabilization of high order systems with two unstable poles plus time delay," in 2012 20th Mediterranean Conference on Control & Automation (MED), Barcelona, Spain, Jul. 2012, pp. 12–17.
C. S. Hsu and D. Hou, "Reducing unstable linear control systems via real schur transformation," Electronics Letters, vol. 27, no. 11, pp. 984–986, May 1991.
S. K. Nagar and S. K. Singh, "An algorithmic approach for system decomposition and balanced realized model reduction," Journal of the Franklin Institute, vol. 341, no. 7, pp. 615–630, Nov. 2004.
N. K. Vu and H. Q. Nguyen, "Model reduction of unstable systems based on balanced truncation algorithm," International Journal of Electrical and Computer Engineering, vol. 11, no. 3, pp. 2045–2053, Jun. 2021.
Fatmawati, R. Saragih, R. T. Bambang, and Y. Soeharyadi, "Balanced truncation for unstable infinite dimensional systems via reciprocal transformation," International Journal of Control, Automation and Systems, vol. 9, no. 2, pp. 249–257, Apr. 2011.
K. Zhou, "Frequency weighted model reduction with L∞ error bounds," in 1993 American Control Conference, San Francisco, CA, USA, Jun. 1993, pp. 2123–2127.
M. G. Safonov and R. Y. Chiang, "Model Reduction for Robust Control: A Schur Relative-Error Method," in 1988 American Control Conference, Atlanta, GA, USA, Jun. 1988, pp. 1685–1690.
E. Jonckheere and L. Silverman, "A new set of invariants for linear systems–Application to reduced order compensator design," IEEE Transactions on Automatic Control, vol. 28, no. 10, pp. 953–964, Oct. 1983.
H. H. Bui, "The Application of LQG Balanced Truncation Algorithm to the Digital Filter Design Problem," Engineering, Technology & Applied Science Research, vol. 12, no. 6, pp. 9458–9463, Dec. 2022.
K. Zhou, G. Salomon, and E. Wu, "Balanced realization and model reduction for unstable systems," International Journal of Robust and Nonlinear Control, vol. 9, no. 3, pp. 183–198, 1999.
A. Zilouchian, "Balanced structures and model reduction of unstable systems," in IEEE Proceedings of the SOUTHEASTCON ’91, Williamsburg, VA, USA, Apr. 1991, pp. 1198–1201.
C. Boess, N. K. Nichols, and A. Bunse-Gerstner, "Model reduction for discrete unstable control systems using a balanced truncation approach." University of Reading, Preprint series, 2010.
C. Boess, A. S. Lawless, N. K. Nichols, and A. Bunse-Gerstner, "State estimation using model order reduction for unstable systems," Computers & Fluids, vol. 46, no. 1, pp. 155–160, Jul. 2011.
B. Moore, "Principal component analysis in linear systems: Controllability, observability, and model reduction," IEEE Transactions on Automatic Control, vol. 26, no. 1, pp. 17–32, Feb. 1981.
Downloads
How to Cite
License
Copyright (c) 2025 Ngo Kien Trung, Nguyen Thi Tham, Trinh Thi Diep, Vu Thi Anh Ngoc, Hong Quang Nguyen

This work is licensed under a Creative Commons Attribution 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain the copyright and grant the journal the right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) after its publication in ETASR with an acknowledgement of its initial publication in this journal.