JOURNAL ARTICLE

Adaptive visual servoing control for uncalibrated robot manipulator with uncertain dead-zone constraint

YA-Jun MaHui ZhaoTao Li

Year: 2024 Journal:   Transactions of the Institute of Measurement and Control Vol: 47 (11)Pages: 2203-2216   Publisher: SAGE Publishing

Abstract

This paper addresses the adaptive visual tracking control problem of an uncalibrated camera robot system with unknown dead-zone inputs. The uncertainties include camera extrinsic and intrinsic parameters, robot dynamic parameters, and feature depth parameters. The control achieves a better performance by establishing a smooth inverse model of the dead-zone input, which eliminates the nonlinear effect of the actuator constraint. A novel adaptive control scheme is presented which does not require a priori knowledge of the parameter intervals of dead-zone model, to update the parameter values online. Furthermore, adaptive laws are provided to estimate the uncertainties that exist both in robot and in camera models. Meanwhile, in order to avoid the singularity of the image Jacobian matrix, a projection algorithm is also introduced. Subsequently, a novel robust adaptive controller together with dead-zone compensation is established so that the tracking error image space converges to the origin. Simulations and experimental studies are conducted to verify the effectiveness of the proposed method.

Keywords:
Visual servoing Dead zone Constraint (computer-aided design) Control theory (sociology) Robot Manipulator (device) Computer science Artificial intelligence Adaptive control Computer vision Robot manipulator Control (management) Control engineering Engineering

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Topics

Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
CCD and CMOS Imaging Sensors
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Image Processing Techniques and Applications
Physical Sciences →  Engineering →  Media Technology
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