Tracking of discrete-time unmodeled reference signals in robotic manipulators using output regulation theory and high-gain observers

Authors

Keywords:

Reference tracking, Discrete-time unmodeled signals, Robotic manipulators, Output regulation theory, High-gain observer, Multibody simulation

Abstract

In the field of control, output regulation theory ensures the tracking of reference signals generated by a known dynamic exogenous system, referred to as the exosystem. However, there are applications where the exosystem may be unknown. In this context, the present paper proposes a controller based on Francis output regulation theory, where a high-gain observer (HGO) is used to estimate the states of the unmodeled reference signals. This observer is structurally integrated into the discrete form of Francis’ output regulation equations as the exosystem. The proposed approach assumes that discrete-time unmodeled reference signals are obtained by transforming a given trajectory from the workspace into joint space of a robotic manipulator. Consequently, the accuracy of motion in Cartesian space depends on the tracking error in each joint. As a case study, a two-degree-of-freedom robot is presented, and its dynamic model is used as the basis for constructing the controller. Finally, simulations are performed using a multibody model developed in Simulink-Simscape to demonstrate that the proposed controller satisfies the stability and asymptotic regulation criteria.

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Author Biographies

Ricardo Tapia-Herrera, SECIHTI-IPN

Ricardo Tapia-Herrera received the B.Sc. degree in Industrial Robotics engineering from Instituto Politecnico Nacional (IPN), Mexico, in 2005, the M.Sc. and Ph.D. degrees both in mechanical engineering, from IPN-SEPI ESIME Zacatenco in 2009 and 2013, respectively. His areas of interest are fuzzy control, mechanical design, robotics, analysis, synthesis, and dynamics of mechanisms. Currently, he is full-time researcher at SECIHTI.

Tonatiuh Hernádez-Cortés, Universidad Politecnica de Pachuca

Tonatiuh Hernandez-Cortes received his B.Sc. degree in robotics from Instituto Politecnico Nacional, Mexico City, Mexico, in 2005, and M.Sc. and Ph.D. degrees in mechanical engineering from IPN-SEPI ESIME Zacatenco, in 2012 and 2016, respectively. He is currently a full-time professor at Universidad Politecnica de Pachuca, Zempoala, Mexico. His research interests include control of nonlinear systems, output regulation, robotics, fuzzy systems, and real-time applications.

Alexis Rojas-Ruiz, Instituto Politécnico Nacional

Alexis Rojas-Ruiz received the B.Sc. degree in mechanical and electrical engineering from Benemerita Universidad Autonoma de Puebla, Puebla, Mexico, in 2019. He is currently pursuing the master’s degree in mechanical engineering with Seccion de Estudios de Posgrado e Investigacion, Escuela Superior de Ingenierıa Mecanica y Electrica, Instituto Politecnico Nacional. His research interests include linear and nonlinear control design, regulation theory, robotics and mechanical design.

Beatriz A. Jaime-Fonseca, Instituto Politécnico Nacional

Beatriz A. Jaime-Fonseca received the B.Sc. degree in communications and electronics engineering from Instituto Politecnico Nacional (IPN), Mexico, in 2003, and the M.Sc. degree in computer engineering from Centro de Investigacion en Computacion, IPN, Mexico, in 2006. Her research interests include digital signal processing, neural networks, and the application of Deep and Machine Learning techniques to classification and detection systems.

Jesus Alberto Meda-Campaña, Instituto Politecnico Nacional

Jesus A. Meda-Campana (S’01-M’07-SM’25) received the B.Sc. degree in Computer Engineering from the Instituto Tecnologico y de Estudios Superiores de Monterrey, Culiacan, Mexico, in 1993, and the M.Sc. and Ph.D. degrees in Electrical Engineering from the Centro de Investigación y de Estudios Avanzados del Instituto Politecnico Nacional, Guadalajara, Mexico, in 2002 and 2006, respectively. He is currently a Full Professor with the SEPI-ESIME Zacatenco, Instituto Politécnico Nacional, Mexico City, Mexico. His research interests include linear and nonlinear control design, fuzzy regulation theory, optimal control, and the application of control techniques to electromechanical systems and robotics.

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% output regulation and robot manipulators

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url={https://doi.org/10.1016/j.mechmachtheory.2021.104341}

}

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author={Saad, Muhammad and Shirazi, Rida Abbas and Liaquat, Muwahida},

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year = {2018},

pages = {16-20},

doi = {https://doi.org/10.1145/3284516.3284547},

address = {New York, United States},

booktitle = {ICCMA 2018: Proceedings of the 6th International Conference on Control, Mechatronics and Automation},

publisher = {Association for Computing Machinery},

url={https://doi.org/10.1109/ACCESS.2023.3240656}

}

@article{Rubio:2024,

author={Rubio, José de Jesús and Cordova, Daniel Andrés and Hernández, Mario Alberto and Orozoco, Eduardo and Rosas, Francisco Javier and Gutierrez, Guadalupe Juliana and Meda-Campaña, Jesús Alberto and Aguilar-Ibañez, Carlos},

journal={International Journal of Intelligent Robotics and Applications},

title={References tracking and perturbations reconstruction in a Cartesian robot},

year={2024},

volume={8},

number={},

pages={357-369},

doi={https://doi.org/10.1007/s41315-023-00315-w},

url={https://doi.org/10.1007/s41315-023-00315-w}

}

@article{Zheng:2025,

author={Zheng, S. and Zha, Y. and Ahn, C. K. and Lu, S. and Song, B.},

journal={IEEE/ASME Transactions on Mechatronics},

title={Constrained Finite-Time Output Regulation for Robot Manipulators With Control Input Delay},

year={2025},

volume={8},

number={},

pages={1-13},

doi={10.1109/TMECH.2025.3527751},

url={https://doi.org/10.1109/TMECH.2025.3527751}

}

@article{Wu:2022,

author={Wu, H. and Xu, D. and Jayawardhana, B.},

journal={IEEE Transactions on Automatic Control},

title={On Self-Learning Mechanism for the Output Regulation of Second-Order Affine Nonlinear Systems},

year={2022},

volume={67},

number={11},

pages={5964-5979},

doi={10.1109/TAC.2021.3130881},

url={https://doi.org/10.1109/TAC.2021.3130881}

}

@article{Zeng:2023,

author={Zeng, K. and Liu, W.},

journal={International Journal of Robust and Nonlinear Control},

title={Sampled-data robust practical tracking of Euler-Lagrange systems with an uncertain exosystem},

year={2023},

volume={34},

number={3},

pages={1629-1647},

doi={https://doi.org/10.1002/rnc.7048},

url={https://doi.org/10.1002/rnc.7048}

}

@book{Russell:2022,

title={Kinematics and Dynamics of Mechanical Systems: Implementation in MATLABtextregistered and Simscape Multibodytextregistered},

author={Russell, K. and Shen, J.Q. and Shodi, R.},

year={2022},

publisher={CRC Press},

url={https://doi.org/10.1201/9781003316961}

}

Published

2025-10-01

How to Cite

Tapia-Herrera, R., Hernádez-Cortés, T., Rojas-Ruiz, A. ., Jaime-Fonseca, B. A., & Meda-Campaña, J. A. (2025). Tracking of discrete-time unmodeled reference signals in robotic manipulators using output regulation theory and high-gain observers. IEEE Latin America Transactions, 23(11), 989–1000. Retrieved from https://latamt.ieeer9.org/index.php/transactions/article/view/9931