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Multisensory Exploration of Robot Workspaces

机译:机器人工作空间的多感觉探索

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摘要

In this article, research at Institute of Robotics and Mechatronics, German Aerospace Center (DLR) in the field of robot work-space exploration and modelling are presented. The robot shall be enabled to explore its work-space partially autonomously. Initially, the environment is completely or partially unknown, the robot's task is to incrementally build up a representation of its surroundings. Optical sensors like stereo vision, laser-range scanner and laser-stripe profiler are integrated into a multi-purpose vision system, the DLR 3D Modeller. It is mounted on the robot's tool center point to acquire information about the robot's environment. Fusion of range data into a consistent representation is performed to allow for safe path planning and view planning. This paper deals with 3D sensor technology, sensor synchronization und model generation. Algorithms for planning the next best views considering measurement noise and occlusion are theorized and evaluated for suitability for exploration.
机译:本文介绍了德国航空航天中心(DLR)的机器人与机电一体化研究所在机器人工作空间探索和建模领域的研究。应使机器人能够部分自主地探索其工作空间。最初,环境是完全或部分未知的,机器人的任务是逐步建立周围环境的表示。诸如立体视觉,激光测距仪和激光条纹轮廓仪之类的光学传感器已集成到多功能视觉系统DLR 3D Modeller中。它安装在机器人的工具中心点上,以获取有关机器人环境的信息。执行范围数据到一致表示的融合,以实现安全的路径规划和视图规划。本文涉及3D传感器技术,传感器同步和模型生成。对用于考虑测量噪声和遮挡的下一个最佳视图的算法进行了理论化和评估,以适合探索。

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