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12 December 2025

Ensuring Safe Physical HRI: Integrated MPC and ADRC for Interaction Control

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1
College of Information Science and Technology, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
2
Robot Intelligence Technology Research Institute, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
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School of Intelligent Systems Science and Engineering, Jinan University, 206 Qianshan Road, Zhuhai 519070, China
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Author to whom correspondence should be addressed.
This article belongs to the Special Issue Motion Planning, Trajectory Prediction, and Control for Robotics

Abstract

This paper proposes a safety-constrained interaction control scheme for robotic manipulators by integrating model predictive control (MPC) and active disturbance rejection control (ADRC). The proposed method is specifically designed for manipulators with complex nonlinear dynamics. To ensure that the control system satisfies safety constraints during human–robot interaction, MPC is incorporated into the impedance control framework to construct a model predictive impedance controller (MPIC). By exploiting the prediction and constraint-handling capabilities of MPC, the controller provides guaranteed safety throughout the interaction process. Meanwhile, ADRC is employed to track the target joint control signals generated by the MPIC, where an extended state observer is utilized to compensate for dynamic modeling errors and nonlinear disturbances within the system, thereby achieving accurate trajectory tracking. The proposed method is validated through both simulation and real-world experiments, achieving high-performance interaction control with safety constraints at a 2 ms control cycle. The controller exhibits active compliant interaction behavior when the interaction stays within the constraint boundaries, while maintaining strict adherence to the safety constraints when the interaction tends to violate them.

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