Dynamic Visual Servoing of Robots in Uncalibrated Environments

Yunhui Liu, Hesheng Wang, Kinkwan Lam
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引用次数: 22

Abstract

This paper presents a new adaptive controller for dynamic image-based visual servoing of a robot manipulator when the intrinsic and extrinsic parameters of the camera are not calibrated. To cope with nonlinear dependence of the image Jacobian on the unknown parameters, this controller employs a matrix called nonscaled image Jacobian which does not depend on the scale factors determined by the depths of feature points. By removing the scale factors, the camera parameters appear linearly in the close-loop dynamics so that a new algorithm, different from Slotine and Li’s, is developed to estimate their values on-line. In the parameter adaptation, in addition to the regressor term, our algorithm also uses the errors between the real and estimated projections of the feature points on the image plane so as to guarantee the convergence of the estimated parameters to the real values up to a scale. A new Lyapunov function is introduced to prove asymptotic convergence of the image errors based on the robot dynamics. Experiments have been conducted to demonstrate the performance of the proposed controller.
非标定环境下机器人的动态视觉伺服
针对摄像机内外参数未标定的情况,提出了一种新的机器人动态图像视觉伺服自适应控制器。为了解决图像雅可比矩阵对未知参数的非线性依赖,该控制器采用了一种不依赖于特征点深度决定的尺度因子的非尺度图像雅可比矩阵。通过去除尺度因子,使相机参数在闭环动力学中呈现线性,从而提出了一种不同于Slotine和Li算法的在线估计相机参数值的新算法。在参数自适应中,除了回归项外,我们的算法还利用了特征点在图像平面上的真实投影与估计投影之间的误差,从而保证了估计参数在一定尺度上收敛于真实值。引入了一个新的Lyapunov函数来证明基于机器人动力学的图像误差的渐近收敛性。实验证明了所提出的控制器的性能。
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