TY - JOUR
T1 - Closed-loop Position Tracking Control of a Continuum Robot Using Magnetic Localization
AU - Song, Haoyu
AU - Cui, Junhao
AU - Huang, Yuanrui
AU - Wang, Heng
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2026
Y1 - 2026
N2 - Continuum robots with continuous bending capability have been widely applied in manufacturing, equipment inspection, and minimally invasive surgeries for their inherent compliance, easy access to confined spaces, and large workspace. However, there exist significant errors when continuum robots are controlled in an open-loop manner by directly inverting the kinematic model, because kinematic models cannot accurately cover nonlinearities in actuation mechanisms and compliant bodies as well as unknown external interaction forces. In this paper, a closed-loop control method using magnetic localization as feedback is proposed to achieve accurate position tracking control of a dual-section cable-driven continuum robot. In the proposed wireless magnetic localization system, only a passive permanent magnet is installed on the robot tip, and its magnetic field is measured by a nearby magnetic sensor array for position estimation using an extended Kalman filter. A proportional-integral controller is designed to generate the cable control input using magnetic localization information and differential inverse kinematics of the continuum robot. Experimental results demonstrate that the proposed closed-loop control method achieves a high position control accuracy of around 5 mm on rectangular and pentagram trajectories. The magnetic localization system is also validated to have a small position error of around 3 mm. Therefore, the proposed closed-loop control method using permanent-magnet-based localization can enable real-time and accurate position estimation and tracking control of continuum robots, with no need for installation of wired sensors or powered electronics on the robot.
AB - Continuum robots with continuous bending capability have been widely applied in manufacturing, equipment inspection, and minimally invasive surgeries for their inherent compliance, easy access to confined spaces, and large workspace. However, there exist significant errors when continuum robots are controlled in an open-loop manner by directly inverting the kinematic model, because kinematic models cannot accurately cover nonlinearities in actuation mechanisms and compliant bodies as well as unknown external interaction forces. In this paper, a closed-loop control method using magnetic localization as feedback is proposed to achieve accurate position tracking control of a dual-section cable-driven continuum robot. In the proposed wireless magnetic localization system, only a passive permanent magnet is installed on the robot tip, and its magnetic field is measured by a nearby magnetic sensor array for position estimation using an extended Kalman filter. A proportional-integral controller is designed to generate the cable control input using magnetic localization information and differential inverse kinematics of the continuum robot. Experimental results demonstrate that the proposed closed-loop control method achieves a high position control accuracy of around 5 mm on rectangular and pentagram trajectories. The magnetic localization system is also validated to have a small position error of around 3 mm. Therefore, the proposed closed-loop control method using permanent-magnet-based localization can enable real-time and accurate position estimation and tracking control of continuum robots, with no need for installation of wired sensors or powered electronics on the robot.
KW - closed-loop control
KW - Continuum robots
KW - localization
KW - magnetic tracking
KW - position tracking control
UR - https://www.scopus.com/pages/publications/105033400706
U2 - 10.1109/ACCESS.2026.3674596
DO - 10.1109/ACCESS.2026.3674596
M3 - Article
AN - SCOPUS:105033400706
SN - 2169-3536
JO - IEEE Access
JF - IEEE Access
ER -