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Detection and Isolation of Switches in Point Clouds of the German Railway Network

机译:德国铁路网点云中开关的检测和隔离

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In order to obtain an automated system of railway management, it is necessary to automatically detect, isolate and identify all switches in a point cloud which represents the railway. To realize this automated system of detection, a set of pre-processing steps is applied. The system begins by detecting and isolating tracks through application of a mask on each section of the point cloud. Then, it does a denoising through mathematical morphology and a compression in replacing a group of points by their centroid. Finally, it closes tracks holes through extrapolation. After that, the system does a low-level processing to search for all intersections between tracks, and records information on these intersections. Finally, the system builds switches (with intersections) and classifies them (with information). This automated system leads to a successful result of detection and classification, with a success of higher than 95%.
机译:为了获得铁路管理的自动化系统,有必要在代表铁路的点云中自动检测,隔离和识别所有开关。为了实现这种自动检测系统,应用了一组预处理步骤。该系统首先通过在点云的每个部分上应用蒙版来检测和隔离轨道。然后,它通过数学形态学进行去噪,并压缩它们的质心来代替一组点。最后,它通过外推来封闭走线孔。之后,系统进行低级处理以搜索轨道之间的所有交叉点,并在这些交叉点上记录信息。最后,系统构建开关(带有交叉点)并对其进行分类(带有信息)。该自动化系统可导致成功的检测和分类结果,成功率超过95%。

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