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Open AccessArticle
Adaptive Gain Twisting Sliding Mode Controller Design for Flexible Manipulator Joints with Variable Stiffness
by
Shijie Zhang
Shijie Zhang
Shijie Zhang received his Ph.D. degree in Control Systems Sciences from Harbin Institute of Harbin, [...]
Shijie Zhang received his Ph.D. degree in Control Systems Sciences from Harbin Institute of Technology, Harbin, People’s Republic of China, in 2012. He is currently an associate professor of control systems theory at Henan University of Technology. His research areas include robot control, nonlinear control, and robust control.
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Tianle Yang
Tianle Yang
Tianle Yang received the B.S. degree in Automation from Henan University of Technology, Zhengzhou, [...]
Tianle Yang received the B.S. degree in Automation from Henan University of Technology, Zhengzhou, China in 2023. He is currently pursuing his M.S. degree in the Robotics Laboratory at HAUT. His research interests include variable-stiffness joints, control of flexible actuators, and space structures.
,
Hui Zhang
Hui Zhang
Zhang Hui received the Ph.D. degree in mechanical engineering from Harbin Institute of Technology in [...]
Zhang Hui received the Ph.D. degree in mechanical engineering from Harbin Institute of Technology (China) in 2021. He is currently a lecturer in the School of Electrical Engineering, Henan University of Technology. His research interests include automatic robot planning, cooperative manipulation, and motion control.
* and
Jilong Wang
Jilong Wang
Jilong Wang received his Ph.D. degree in the State Key Laboratory of Robotics and Systems at Harbin [...]
Jilong Wang received his Ph.D. degree in the State Key Laboratory of Robotics and Systems at Harbin Institute of Technology, Harbin, P.R. China, in 2022. He is currently a Lecturer at the School of Electrical Engineering, Henan University of Technology, Zhengzhou, P.R. China, where he has been employed since October 2023. His research interests focus on safety-oriented human-robot interaction and user safety in collaborative robotics systems.
College of Electrical Engineering, Henan University of Technology, Zhengzhou 450001, China
*
Author to whom correspondence should be addressed.
Actuators 2026, 15(1), 7; https://doi.org/10.3390/act15010007 (registering DOI)
Submission received: 22 November 2025
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Revised: 18 December 2025
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Accepted: 20 December 2025
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Published: 22 December 2025
Abstract
This paper proposes an adaptive gain twisting sliding-mode control (AGTSMC) strategy for trapezoidal variable-stiffness joints (TVSJs) to achieve accurate trajectory tracking under both matched and mismatched uncertainties. The TVSJ employs a compact trapezoidal leaf spring with grooved bearing followers (GBFs), enabling wide-range stiffness modulation through low-friction rolling contact. To address the strong nonlinearities and unmodeled dynamics introduced by stiffness variation, a Lyapunov-based adaptive twisting controller is developed, where the gains are automatically adjusted without conservative overestimation. A second-order sliding-mode differentiator is integrated to estimate velocity and disturbance terms in finite time using only position measurements, effectively reducing chattering. The proposed controller guarantees finite-time stability of the closed-loop system despite bounded uncertainties and measurement noise. Extensive simulations and hardware-in-the-loop experiments on a TVSJ platform validate the method. Compared with conventional sliding mode controller (CSMC), terminal sliding mode controller (TSMC), and fixed-gain twisting control (TC), the AGTSMC achieves faster convergence, lower steady-state error, and improved vibration suppression across low, high, and variable stiffness modes. Experimental results confirm that the proposed approach enhances tracking accuracy and energy efficiency while maintaining robustness under large stiffness variations.
Share and Cite
MDPI and ACS Style
Zhang, S.; Yang, T.; Zhang, H.; Wang, J.
Adaptive Gain Twisting Sliding Mode Controller Design for Flexible Manipulator Joints with Variable Stiffness. Actuators 2026, 15, 7.
https://doi.org/10.3390/act15010007
AMA Style
Zhang S, Yang T, Zhang H, Wang J.
Adaptive Gain Twisting Sliding Mode Controller Design for Flexible Manipulator Joints with Variable Stiffness. Actuators. 2026; 15(1):7.
https://doi.org/10.3390/act15010007
Chicago/Turabian Style
Zhang, Shijie, Tianle Yang, Hui Zhang, and Jilong Wang.
2026. "Adaptive Gain Twisting Sliding Mode Controller Design for Flexible Manipulator Joints with Variable Stiffness" Actuators 15, no. 1: 7.
https://doi.org/10.3390/act15010007
APA Style
Zhang, S., Yang, T., Zhang, H., & Wang, J.
(2026). Adaptive Gain Twisting Sliding Mode Controller Design for Flexible Manipulator Joints with Variable Stiffness. Actuators, 15(1), 7.
https://doi.org/10.3390/act15010007
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