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Human tracking and following of mobile robot with a laser scanner

机译:用激光扫描仪进行人力跟踪和遵循移动机器人

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摘要

The mobile robot with a capability of following human targets can be used in various ways in different environments. The main technologies of human following robot system contain human detection, trajectory tracking and following control. In this paper, we proposed a method to detect a person's legs by a single laser scanner, and applied random forest classifier to distinguish the legs from other objects. According to the laser scanner data and detection results, the target person with moving speed and relative to the position of the robot will be tracked through Extended Kalman filter (EKF) algorithm to get its moving trajectory. The following control algorithm used the continuous position of human as input and the velocity planning of mobile robot as output to implement the human following function. This method was experimented in office and long corridor, the results showed that the detection and tracking algorithms were accurate and robust, the mobile robot followed the target person correctly and smoothly. All of these functions had been implemented in the Robot Operating System (ROS) framework.
机译:具有以下人体目标能力的移动机器人可以以各种方式使用不同的环境。人类以下机器人系统的主要技术包含人类检测,轨迹跟踪和遵循控制。在本文中,我们提出了一种通过单个激光扫描仪检测人腿的方法,并应用随机林分类器来区分从其他物体的腿。根据激光扫描仪数据和检测结果,通过扩展卡尔曼滤波器(EKF)算法将跟踪具有移动速度和相对于机器人位置的目标人员,以获得其移动轨迹。以下控制算法使用人类作为输入的连续位置和移动机器人的速度规划,作为输出实现人类以下功能。该方法在办公室和长廊进行了实验,结果表明,检测和跟踪算法准确且稳健,移动机器人正确且平滑地遵循目标人。所有这些功能都已在机器人操作系统(ROS)框架中实现。

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