空中同步定位和地图建设

Jong-Hyuk Kim, S. Sukkarieh
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引用次数: 217

摘要

本文介绍了同时定位和地图构建(SLAM)在无人飞行器(UAV)上的应用结果。在无人机平台上安装了单视摄像机和惯性测量单元(IMU)。从飞行测试中获取的数据用于运行SLAM算法。结果表明,尽管系统模型和观测结果是高度非线性的,但地图和车辆的不确定性都得到了修正。然而,结果也表明,考虑到系统的高度动态性,需要进一步分析可观测性以及车辆模型漂移与地标数量和位置之间的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Airborne simultaneous localisation and map building
This paper presents results of the application of simultaneous localisation and map building (SLAM) for an uninhabited aerial vehicle (UAV). Single vision camera and inertial measurement unit (IMU) are installed in a UAV platform. The data taken from a flight test is used to run the SLAM algorithm. Results show that both the map and the vehicle uncertainty are corrected even though the model of the system and observation are highly non-linear. The results, however, also indicate that further work of observability and the relationship between vehicle model drift and the number and the location of landmarks need to be further analysed given the highly dynamic nature of the system.
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