基于立体视觉的移动机器人导航实验研究

J. Shan, Xiaogang Wang
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引用次数: 2

摘要

本文利用VICON运动捕捉系统对立体视觉摄像机的量化误差进行了实验研究,并将其应用于移动机器人的视觉导航。建立了立体视觉相机在不同深度下量化测量误差的实验系统。利用测量误差模型设计扩展卡尔曼滤波器,融合移动机器人平台上安装的立体视觉相机和光学编码器的信息。采用VICON运动捕捉系统验证了视觉导航算法的精度。实验结果证明了测量误差模型在提高导航精度方面的有效性。
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Experimental study on mobile robot navigation using stereo vision
This paper presents the experimental study on the quantization error of stereo vision camera with the help of VICON motion capture system and its application to vision based navigation for a mobile robot. An experimental system is developed to obtain the quantization measurement error of stereo vision camera in different depth. The measurement error model is utilized to help to design the extended Kalman filter to fuse the information from stereo vision camera and optical encoder equipped on the mobile robot platform. The VICON motion capture system is also employed to justify the accuracy of vision based navigation algorithm. Experimental results demonstrate the effectiveness of measurement error model in improving the navigation accuracy.
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