Adaptive Visually Servoed Tracking Control for Wheeled Mobile Robot with Uncertain Model Parameters in Complex Environment

This paper investigates the stabilization and trajectory tracking problem of wheeled mobile robot with a ceiling-mounted camera in complex environment. First, an adaptive visual servoing controller is proposed based on the uncalibrated kinematic model due to the complex operation environment. Then, an adaptive controller is derived to provide a solution of uncertain dynamic control for a wheeled mobile robot subject to parametric uncertainties. Furthermore, the proposed controllers can be applied to a more general situation where the parallelism requirement between the image plane and operation plane is no more needed. The overparameterization of regressor matrices is avoided by exploring the structure of the camera-robot system, and thus, the computational complexity of the controller can be simplified. The Lyapunov method is employed to testify the stability of a closed-loop system. Finally, simulation results are presented to demonstrate the performance of the suggested control.

[1]  C. L. Philip Chen,et al.  Synchronized adaptive control for coordinating manipulators with time‐varying actuator constraint and uncertain dynamics , 2019, International Journal of Robust and Nonlinear Control.

[2]  Yunhui Liu,et al.  Asymptotic trajectory tracking of manipulators using uncalibrated visual feedback , 2003 .

[3]  Guoqiang Hu,et al.  Adaptive Task-Space Cooperative Tracking Control of Networked Robotic Manipulators Without Task-Space Velocity Measurements , 2016, IEEE Transactions on Cybernetics.

[4]  Chenguang Yang,et al.  Robot Learning System Based on Adaptive Neural Control and Dynamic Movement Primitives , 2019, IEEE Transactions on Neural Networks and Learning Systems.

[5]  Xuebo Zhang,et al.  Visual Servo Regulation of Wheeled Mobile Robots With an Uncalibrated Onboard Camera , 2016, IEEE/ASME Transactions on Mechatronics.

[6]  Lei Chen,et al.  Finite-Time Switching Control of Nonholonomic Mobile Robots for Moving Target Tracking Based on Polar Coordinates , 2018, Complex..

[7]  Jian Chen,et al.  Visual Trajectory Tracking of Wheeled Mobile Robots With Uncalibrated Camera Extrinsic Parameters , 2020 .

[8]  Anup Parikh,et al.  Unified Tracking and Regulation Visual Servo Control for Wheeled Mobile Robots , 2014 .

[9]  Jian Chen,et al.  Unified Visual Servoing Tracking and Regulation of Wheeled Mobile Robots With an Uncalibrated Camera , 2018, IEEE/ASME Transactions on Mechatronics.

[10]  Tzuu-Hseng S. Li,et al.  EP-based kinematic control and adaptive fuzzy sliding-mode dynamic control for wheeled mobile robots , 2009, Inf. Sci..

[11]  Tao Liu,et al.  Adaptive Image-Based Trajectory Tracking Control of Wheeled Mobile Robots With an Uncalibrated Fixed Camera , 2015, IEEE Transactions on Control Systems Technology.

[12]  Xuebo Zhang,et al.  Visual Servoing of Nonholonomic Mobile Robots With Uncalibrated Camera-to-Robot Parameters , 2017, IEEE Transactions on Industrial Electronics.

[13]  Chenguang Yang,et al.  Adaptive Fuzzy Gaussian Mixture Models for Shape Approximation in Robot Grasping , 2019, Int. J. Fuzzy Syst..

[14]  Jing Na,et al.  Adaptive Parameter Estimation and Control Design for Robot Manipulators With Finite-Time Convergence , 2018, IEEE Transactions on Industrial Electronics.

[15]  Hanlei Wang,et al.  Adaptive visual tracking for robotic systems without image-space velocity measurement , 2014, Autom..

[16]  Zhongliang Jing,et al.  Image-Based Position Control of Mobile Robots With a Completely Unknown Fixed Camera , 2018, IEEE Transactions on Automatic Control.

[17]  Norihiko Adachi,et al.  Adaptive tracking control of a nonholonomic mobile robot , 2000, IEEE Trans. Robotics Autom..

[18]  Nicolas Andreff,et al.  Eye-in-Hand Visual Servoing of Concentric Tube Robots , 2018, IEEE Robotics and Automation Letters.

[19]  Alessandro Di Nuovo,et al.  A Framework of Hybrid Force/Motion Skills Learning for Robots , 2020, IEEE Transactions on Cognitive and Developmental Systems.

[20]  Loulin Huang Control approach for tracking a moving target by a wheeled mobile robot with limited velocities , 2009 .

[21]  Urbano Nunes,et al.  Path-following control of mobile robots in presence of uncertainties , 2005, IEEE Transactions on Robotics.

[22]  Chenguang Yang,et al.  Mixed Reality Enhanced User Interactive Path Planning for Omnidirectional Mobile Robot , 2020, Applied Sciences.

[23]  Yen-Chen Liu,et al.  Adaptive Control for Nonlinear Teleoperators With Uncertain Kinematics and Dynamics , 2015, IEEE/ASME Transactions on Mechatronics.

[24]  K. S. Venkatesh,et al.  Position-Based Visual Servoing of a Mobile Robot with an Automatic Extrinsic Calibration Scheme , 2019, Robotica.

[25]  Maria Letizia Corradini,et al.  Robust tracking control of mobile robots in the presence of uncertainties in the dynamical model , 2001, J. Field Robotics.

[26]  Warren E. Dixon,et al.  Adaptive Regulation of Amplitude Limited Robot Manipulators With Uncertain Kinematics and Dynamics , 2007, IEEE Transactions on Automatic Control.

[27]  Chenguang Yang,et al.  A sEMG-Based Shared Control System With No-Target Obstacle Avoidance for Omnidirectional Mobile Robots , 2020, IEEE Access.

[28]  Jian Chen,et al.  Monocular Camera Visual Servo Control of Wheeled Mobile Robots , 2011, Int. J. Robotics Autom..

[29]  Fang Yang,et al.  Adaptive Stabilization for Uncertain Nonholonomic Dynamic Mobile Robots Based on Visual Servoing Feedback , 2011 .

[30]  Chenguang Yang,et al.  A Teleoperation Framework for Mobile Robots Based on Shared Control , 2020, IEEE Robotics and Automation Letters.

[31]  Warren E. Dixon,et al.  Adaptive tracking control of a wheeled mobile robot via an uncalibrated camera system , 2001, IEEE Trans. Syst. Man Cybern. Part B.

[32]  Vijay Kumar,et al.  Control of Mechanical Systems With Rolling Constraints , 1994, Int. J. Robotics Res..

[33]  Simon G. Fabri,et al.  Dual Adaptive Dynamic Control of Mobile Robots Using Neural Networks , 2009, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[34]  Harvey Lipkin,et al.  Uncalibrated dynamic visual servoing , 2004, IEEE Transactions on Robotics and Automation.

[35]  Domenico Prattichizzo,et al.  Keeping features in the field of view in eye-in-hand visual servoing: a switching approach , 2004, IEEE Transactions on Robotics.