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首页> 外文期刊>IEEE Transactions on Robotics >Purely Image-Based Pose Stabilization of Nonholonomic Mobile Robots With a Truly Uncalibrated Overhead Camera
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Purely Image-Based Pose Stabilization of Nonholonomic Mobile Robots With a Truly Uncalibrated Overhead Camera

机译:基于图像的非完全未校准的架空相机的非完整移动机器人的纯粹基于图像的姿势稳定

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摘要

Although many vision-based control methods have been proposed for nonholonomic mobile robots, in their implementation, it is usually necessary to calibrate the camera intrinsic and/or extrinsic parameters using offline/online parameter estimation algorithms or online adaptation laws. To avoid the tediousness of camera calibration and to make the system performance highly robust to camera parameter uncertainties, in this article, we propose novel image-based pose stabilization control approaches for nonholonomic mobile robots with a truly uncalibrated overhead fixed camera. In the proposed approaches, only image position information of three feature points from an overhead camera is used for controller design, while information from other sensors (such as wheel encoders) is not required. Furthermore, either offline or online camera calibration is not necessary, and no knowledge about the camera intrinsic and extrinsic parameters is needed, which also can greatly simplify the controller implementation. Simulation and experimental results are given to demonstrate the feasibility and effectiveness of the proposed purely image-based pose stabilization approaches.
机译:尽管已经提出了许多基于视觉的控制方法,但在其实现中,通常需要使用离线/在线参数估计算法或在线适应法则校准相机内在和/或外在参数。为避免相机校准的繁琐,并使系统性能高度强大到相机参数的不确定性,在本文中,我们提出了一种基于模型的姿势稳定控制方法,用于非完整的移动机器人具有真正未校准的架空固定相机。在所提出的方法中,仅从架空相机的三个特征点的图像位置信息用于控制器设计,而来自其他传感器的信息(例如轮式编码器)是不需要的。此外,不需要离线或在线摄像机校准,并且不需要对相机内在和外部参数的知识,这也可以大大简化控制器实现。给出了模拟和实验结果,以证明所提出的基于图像的姿势稳定方法的可行性和有效性。

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