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首页> 外文期刊>Progress in Artificial Intelligence >Color-based registration of point cloud data by video camera for electromagnetic simulation
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Color-based registration of point cloud data by video camera for electromagnetic simulation

机译:通过摄像机进行电磁仿真的点云数据的基于颜色的配准

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摘要

Radio propagation simulation is a valuable tool to predict the propagation channel characteristics for system design and service-cell planning. In the simulation, the accurate environment model is needed to improve the prediction accuracy of the site-specific channel. Recently, the ability of smartphones makes remarkable progress, and the point cloud data of the environment can be obtained by the video camera output of the smartphone. However, because of the memory size limitation of those devices, it is necessary to repeat the measurement and combine the several point cloud datasets to model the large-volume environment. In this paper, we proposed the color-based registration method by extending the fast descriptor algorithm. We applied our proposed algorithm to the point cloud data taken by the video camera of the smartphone, and proved that the calculation time was reduced by 70% in the office scenario. The work is expected to be utilized for the radio propagation simulation in actual environments.
机译:无线电传播仿真是一种有价值的工具,可以预测系统设计和服务单元规划的传播信道特性。在模拟中,需要准确的环境模型来提高特定于网站信道的预测精度。最近,智能手机的能力取得了显着的进展,并且可以通过智能手机的摄像机输出来获得环境的点云数据。但是,由于这些设备的内存大小限制,必须重复测量并将若干点云数据集组合以模拟大批量环境。在本文中,我们提出了通过扩展快速描述符算法的基于颜色的登记方法。我们将所提出的算法应用于智能手机的摄像机拍摄的点云数据,并证明了办公场景中的计算时间减少了70%。预计该工作将用于实际环境中的无线电传播仿真。

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