Autonomous stereo visual guidance and control of mobile robots

Wen-Chung Chang, Shuying Lee
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Abstract

This paper presents the design and implementation of a stereo visual guidance and control system for mobile robots. A stereo vision system is proposed which is capable of reconstructing 3D map based on observed geometrical features without a priori knowledge on the environments. Specifically, detected edge features in binocular images are processed in Hough space for matching correspondence before 3D reconstruction. The generated 3D map can be effectively updated using visual tracking techniques for matched features together with correspondence matching algorithms for newly-observed features. Moreover, based on the reconstructed 3D map, the desired trajectory can be determined. Thus a visual feedback control law can be synthesized for a robot to follow the desired trajectory. Specifically, angular velocity commands are transmitted to a 8051-based driver module to execute low level control of DC motors and video cameras. Due to the fact that visual tracking is employed to assist in maintaining correspondence information and reduce redundant computation, the proposed system can be operated in real time. The proposed system is successfully validated through experiments in indoor environments.
移动机器人自主立体视觉导引与控制
本文介绍了一种移动机器人立体视觉导引与控制系统的设计与实现。提出了一种立体视觉系统,该系统能够在不需要先验环境知识的情况下,根据观察到的几何特征重建三维地图。具体而言,在三维重建之前,将检测到的双目图像边缘特征在霍夫空间中进行匹配对应处理。利用匹配特征的视觉跟踪技术和新观测特征的对应匹配算法,可以有效地更新生成的三维地图。此外,基于重建的三维地图,可以确定所需的轨迹。因此,可以合成一个视觉反馈控制律,使机器人沿着期望的轨迹运动。具体来说,角速度命令被传输到基于8051的驱动模块,以执行直流电机和摄像机的低级控制。由于采用视觉跟踪来辅助通信信息的维护和减少冗余计算,该系统可以实时运行。通过室内环境实验,验证了该系统的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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