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

机译:德国铁路网络点云中开关的检测与隔离

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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:为了获得一个自动化的铁路管理系统,有必要自动检测,隔离和识别代表铁路的点云中的所有开关。为了实现这种自动化的检测系统,应用了一组预处理步骤。通过在点云的每个部分上应用掩模来检测和隔离曲目来始于检测和隔离轨道。然后,它通过数学形态和压缩来替换一组精体来对其进行压缩。最后,它通过外推追踪孔。之后,该系统执行低级处理以搜索轨道之间的所有交叉点,并记录有关这些交叉点的​​信息。最后,系统构建交换机(带有交叉点)并对它们进行分类(有信息)。这种自动化系统导致检测和分类的成功结果,成功高于95%。

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