基于凉亭模拟器的伺服工程机器人门把手检测建模

Renat Abdulganeev, Roman Lavrenov, Ramil Safin, Yang Bai, E. Magid
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引用次数: 1

摘要

对于典型的室内环境,只有在机器人能够与以人为中心的环境中的标准障碍物进行交互的条件下,才能实现无缝导航,包括成功地与各种类型的门进行协商。本文利用俄罗斯履带式机器人Servosila Engineer对Gazebo模拟器内的门把手检测程序进行建模。检测基于YOLO v3,使用机器人操作系统连接到机器人的Gazebo模型。在Gazebo模拟器的虚拟房间中,研究了门的颜色和门的透明度、门把手的类型、场景照明和机器人到门的距离对成功检测率的影响。通过虚拟实验,经验确定了最优的门距和最小亮度水平。
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Door Handle Detection Modelling for Servosila Engineer Robot in Gazebo Simulator
For a typical indoor environment, a seamless navigation could be achieved only under the condition that a robot is capable to interact with standard obstacles of a human-centered environment, including a successful negotiation with various types of doors. In this paper the Russian crawler robot Servosila Engineer was used for modelling a door handle detection procedure within the Gazebo simulator. The detection was based on YOLO v3, which was connected to the Gazebo model of the robot using the Robot Operating System. Influences of a door color and a door transparency, a type of a door handle, a scene illumination and a distance from the robot to the door on successful detection rate were studied within a virtual room of the Gazebo simulator. An optimal distance to a door and a minimal luminance level were established empirically via the virtual experiments.
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