High performance reliable obstacle detection and height measurement by stereo camera for Intelligent Home Service Robot

F. Siddiky, M. Alam, Tanveer Ahsan
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引用次数: 4

Abstract

This paper proposes a new dimensional intelligent robotic application that can track an obstacle throughout its way of moving by using active stereo camera. The central part of the proposed method is the resilient back-propagation algorithm which can intellectually find out the ground even though there have a complex surface. After detecting the obstacle, proposed method measures the height of the object so that it becomes possible for the robot to get on top of the obstacle if its height is negligible. The system is mainly proposed for an Intelligent Home Service Robot to work perfectly in different environment on different condition. A searching algorithm is proposed for the system to detect obstacle by neural-network which can search fast enough to apply it in real-time application. In best case its cost is only a constant and in worst case it also needs short time to find different obstacles.
基于立体摄像机的智能家庭服务机器人高性能、可靠的障碍物检测与高度测量
本文提出了一种新的三维智能机器人应用,利用有源立体摄像机对障碍物进行全程跟踪。该方法的核心部分是弹性反向传播算法,该算法可以在复杂表面下智能地找到地面。在检测到障碍物后,该方法测量物体的高度,使机器人能够在障碍物高度可以忽略的情况下爬上障碍物。该系统主要是为了使智能家庭服务机器人在不同的环境条件下完美地工作。提出了一种利用神经网络进行障碍物检测的搜索算法,该算法的搜索速度足够快,可以应用于实时应用。在最好的情况下,它的成本只是一个常数,在最坏的情况下,它也需要很短的时间来找到不同的障碍。
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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