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One-Way Observation-based Cooperative Robot Mapping

机译:基于单向观察的协作机器人映射

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This paper addresses the problem of cooperative mapping in multi-robot SLAM (simultaneous localization and mapping) with unknown initial relative poses among robots. If mutual observation measurements between robots are available when the robots encounter each other, the map transformation between robots for cooperative mapping can be easily obtained. However, the mutual observation measurements require too strict assumptions such as a rendezvous and encounters, which is not practical in real multi-robot systems. Moreover, the mutual observation measurements may contain inevitable errors due to the errors in sensors. To relax the assumption and correct the errors, this paper proposes a one-way observation-based technique for cooperative mapping. The proposed technique was tested with datasets obtained by real experiments with two mobile robots. Each robot was equipped with a sensor fusion system to observe other robots. The test results showed that the proposed technique worked well and improved the accuracy of the cooperatively produced map.
机译:本文解决了机器人之间初始初始姿态未知的多机器人SLAM中的协作映射问题(同时定位和映射)。如果在机器人彼此相遇时可以进行机器人之间的相互观察测量,则可以轻松获得用于协作制图的机器人之间的地图变换。但是,相互观测的测量需要太严格的假设,例如会合和相遇,这在实际的多机器人系统中是不实际的。此外,由于传感器中的误差,相互观察的测量结果可能包含不可避免的误差。为了放宽假设并纠正错误,本文提出了一种基于单向观测的协作映射技术。使用两个移动机器人通过真实实验获得的数据集对提出的技术进行了测试。每个机器人都配备了传感器融合系统,可以观察其他机器人。测试结果表明,该方法效果很好,提高了协同制作地图的准确性。

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